{ "schemaVersion": "deck-intelligence.v1", "id": "019dd923-622c-750b-8b99-781d6376c0a8", "slug": "9250edf61831", "title": "MSCI Inc. (MSCI)", "subtitle": "Spruce Point Capital Management · 2024-01", "author": "Spruce Point Capital Management", "date": "2024-01-17 00:00:00", "pageCount": 123, "kind": "activist-deck", "orientation": "landscape", "aspectRatio": 1.3333334, "targetCompany": "MSCI Inc.", "targetTicker": "MSCI", "document": { "id": "019dd923-622c-750b-8b99-781d6376c0a8", "slug": "9250edf61831", "title": "MSCI Inc. 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with nominee's actual background.", "framework": null, "confidence": 0.9, "extraction": { "at": "2026-05-02 20:28:55.888+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "pageNumber": 113, "frameworkName": "expose_contradiction" }, { "matchId": "ddbfe74f-a9e4-4ee1-88d9-f98fcfbf1546", "evidence": "The slide explicitly contrasts Morgan Stanley's 'Top Pick' rating with the company's historical ties to MSCI and Morningstar's 'Sell' rating.", "framework": null, "confidence": 0.9, "extraction": { "at": "2026-05-02 20:28:50.194+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "pageNumber": 116, "frameworkName": "expose_contradiction" }, { "matchId": "36f108c1-c2e1-4dde-9ccc-3e056c421022", "evidence": "Directly attacking the bull case of sell-side analysts to undermine their credibility.", "framework": null, "confidence": 0.9, "extraction": { "at": "2026-05-02 20:28:53.337+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "pageNumber": 118, "frameworkName": "preempt_rebuttal" }, { "matchId": "61d877e2-ab14-496b-9f15-360cf26a347c", "evidence": "Peer valuation table comparing MSCI to industry competitors", "framework": null, "confidence": 0.9, "extraction": { "at": "2026-05-02 20:28:49.765+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "pageNumber": 119, "frameworkName": "comparison_frame" }, { "matchId": "38a49496-ae3a-4eb1-88a2-197a9f2befce", "evidence": "Comparing MSCI against a peer group on valuation and growth metrics.", "framework": null, "confidence": 0.9, "extraction": { "at": "2026-05-02 20:28:53.554+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "pageNumber": 120, "frameworkName": "comparison_frame" }, { "matchId": "4234742f-5cb1-49a6-8cf4-ca96d77038bc", "evidence": "Sum-of-parts valuation used to determine intrinsic value vs market price", "framework": null, "confidence": 0.8, "extraction": { "at": "2026-05-02 20:28:50.506+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "pageNumber": 122, "frameworkName": "capital-allocation-framework" }, { "matchId": "38d332bd-6aee-4452-ac77-29da320d9499", "evidence": "Labeling the subject as 'Dogs of ESG' to frame them negatively.", "framework": null, "confidence": 0.9, "extraction": { "at": "2026-05-02 20:28:51.634+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "pageNumber": 123, "frameworkName": "antagonist-introduction" } ], "patterns": [] }, "storymakers": null, "score": null, "review": null, "activistThesis": { "tone": "adversarial", "notes": "Classic Spruce Point forensic short deck: 123-page institutional research note with SCQA-like red-alert summary on p.6, enumerated 'Red Flags' checklist on p.13, sum-of-parts finale on p.122, proprietary 'F' ESG rating on p.123. Rhetorical device: uses MSCI's own ESG-rating framework to assign MSCI itself an 'F'. Quote-contradiction pattern: MSCI rewording '\"Unique Track Record\"' to '\"Long Track Record\"' in ESG 10-K. Short position disclosed in boilerplate but no specific % stake given (typical short-seller practice). Track record framing via prior Xylem/Generac/A.O. Smith calls on p.4 is a recurring Spruce Point opener worth cataloging as a genre pattern.", "kpisCited": [ { "detail": "Fair value $190-$244/share, 55-65% below $542 market price", "metric": "Downside target" }, { "detail": "MSCI 28.3x vs 18.2x financial-services peer average (highest in group)", "metric": "EV/2024E EBITDA" }, { "detail": "MSCI 17.0x vs 8.0x peer average — top of chart", "metric": "EV/2024E Revenue" }, { "detail": "3.0x pro forma — decade high, up from 0.7x in 2014", "metric": "Net Debt/EBITDA" }, { "detail": "Fell from 6,600 (Q4'22) to 6,500 (Q3'23) — first decline in years", "metric": "Client count" }, { "detail": "Paid ~10x sales and 68x EBITDA in 2023", "metric": "Burgiss acquisition multiple" }, { "detail": "$949M at ~13x sales and 48x EBITDA in 2021; client count marked down 2,000 to 1,600", "metric": "Real Capital Analytics acquisition multiple" }, { "detail": "MSCI figure 13-28% above Spruce Point's adjusted calculation in 2020-22", "metric": "Adj. EPS overstatement" }, { "detail": "Most recent increase 10.4% vs 27.9% long-term average since 2014 — lowest ever", "metric": "Dividend growth rate" }, { "detail": "$2.3bn spent in past three years modifying capital structure to boost Adj. EPS", "metric": "Share repurchases" }, { "detail": "Run-rate grew from $138M to $297M since 2020 but growth now decelerating", "metric": "ESG & Climate revenue" }, { "detail": "$556 average price target = only 2.6% implied upside", "metric": "Sell-side consensus upside" } ], "closingAsk": "Underweight or short MSCI Inc. and pair the position with long exposure to the ESG Overachievers ETF.", "extraction": { "at": "2026-04-22 21:50:23+00", "model": "unknown-legacy", "runId": null, "seconds": 173.43536, "promptVersion": null }, "scqaReward": "Sum-of-parts valuation yields $178-$244/share versus $542 market price, implying 55-65% downside as MSCI's extreme premium to its financial-services peer group compresses toward sector norms.", "thesisTypes": [ "fraud_exposure", "governance_board", "multiple_rerating" ], "top3Reasons": [ "Nepotism-like $1bn M&A at 10-13x sales (Burgiss, RCA) benefits Morgan Stanley alums while clients decline.", "Adj. EPS inflated by $2.3bn of buybacks while CFO and Chief Accounting Officer both recently resigned.", "Sum-of-parts yields $178-$244/share, 55-65% below $542 as ESG growth stalls and BlackRock self-indexes." ], "scqaSituation": "MSCI Inc. is a $48bn S&P 500 provider of global indexes, analytics, and ESG/climate ratings whose benchmarks guide trillions of dollars in asset allocation and whose premium 17x/29x 2024E multiple assumes durable compounder status.", "thesisSummary": "Spruce Point issues a 'Strong Sell' on MSCI Inc. ($48bn S&P 500 index/analytics/ESG provider), arguing its 17x/29x 2024E revenue/EBITDA multiple cannot survive forensic scrutiny. Core Index (58% of revenue) faces BlackRock self-indexing and Qontigo/Nasdaq competition; Analytics is commoditized; ESG/Climate growth is stalling as Bloomberg and Moody's attack. Management has doubled down with nepotism-like deals benefiting Morgan Stanley alums — Burgiss at 10x/68x sales/EBITDA, Real Capital Analytics at 13x/48x — while shifting focus to 'Adjusted' EPS inflated by $2.3bn of buybacks and capitalized software. The CFO, Chief Accounting Officer and Global Controller have all departed; Director Catherine Kinney sat on SolarWinds' board when the SEC charged fraud; PwC's audit partner is an industrial-products specialist. Sum-of-parts yields $178-$244/share versus $542, implying 55-65% downside.", "primaryDemands": [ "Underweight or short MSCI shares and pair with a long position in the ESG Overachievers ETF", "Replace the audit engagement partner with a qualified financial-services specialist", "Name a permanent Chief Accounting Officer and Global Controller", "Provide organic revenue guidance and cash-flow targets rather than opaque Adj. EPS metrics", "Remove Director Catherine Kinney given her role at SolarWinds during SEC fraud period", "Separate the Chairman and CEO roles held by Henry Fernandez" ], "scqaResolution": "Underweight or short MSCI and pair with long ESG Overachievers ETF; demand a new financial-services audit engagement partner, replacement of Director Kinney, permanent CAO/Controller, and disclosure of organic growth and cash-flow targets.", "thesisOneLiner": "Spruce Point rates MSCI a Strong Sell: accounting red flags, nepotism-like M&A, eroding ESG lead and a CAO resignation expose 55-65% ($190-$244) downside to MSCI's premium multiple.", "precedentsCited": [ "Xylem short call (Aug 2023) — 17% decline, CFO and CEO departed", "Generac short call (Jun 2022) — 60% decline, COO resigned, SEC subpoena", "A.O. Smith short call (May 2019) — 30% decline, China head fired", "SolarWinds SEC fraud case (Oct 2023) — internal control failures" ], "scqaComplication": "Forensic review reveals eroding competitive position (BlackRock self-indexing, Bloomberg ESG, commoditized Analytics), nepotism-like M&A at inflated multiples, aggressive Adj. 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(NYSE: MSCI or “the Company”), a $48 billion dollar S&P 500 constituent and global provider of index, analytics, ESG and private asset financial products and services, Spruce Point has grave concerns about the accuracy of its accounting choices and financial reporting, durability of its growth prospects, and sustainability of its extreme valuation multiple. The world’s largest asset managers and capital allocators depend on and must trust MSCI’s indices, analytics, and ESG ratings to disburse trillions of dollars globally. However, Spruce Point does not believe that anyone has ever fully indexed, benchmarked or evaluated MSCI’s broad range of dubious and aggressive and outright farcical business practices. We lay out the case that MSCI’s ESG rating scores as an F and that its stock should be sold or underweighted relative to any large cap global equity index. Our fair value target is 55% - 65% ($190 - $244/sh.) downside risk to MSCI’s price.", "attrs": null, "canon": { "kind": { "name": "Paragraph", "slug": "paragraph", "status": "active", "canonId": "5f2affc0-941d-4d07-959d-4bfc1930cea4", "version": 1, "description": "Single prose block in the body of a slide." }, "tool": null, "subkind": { "name": "Paragraph", "slug": "paragraph", "status": "active", "canonId": "019de52c-fb80-75af-aa5c-a7a4bfac2433", "version": 1, "description": null }, "framework": null }, "subkind": "paragraph", "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 20:28:35.195+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "fc39eef4-e865-4887-9963-8fa9e7253f76", "parentComponentId": null }, { "bbox": { "h": 0.45, "w": 0.98, "x": 0.01, "y": 0.54 }, "kind": "table", "text": "Core Index Business Is Mature And Under Pressure; We Think MSCI Is Price Gouging + Losing Clients; Reputation Risk Is Rising", "attrs": null, "canon": { "kind": { "name": "Table", "slug": "table", "status": "active", "canonId": "019de52c-f9c8-7148-8119-eaac9594cd28", "version": 1, "description": "Tabular data layout." }, "tool": null, "subkind": { "name": "Data table", "slug": "data", "status": "active", "canonId": "019de52d-02d5-75b8-8abf-88e92bf63569", "version": 1, "description": null }, "framework": null }, "subkind": "data", "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 20:28:35.195+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "7c08cfb6-34d2-4dbf-8d5f-42dc8cd44d2a", "parentComponentId": null }, { "bbox": { "h": 0.12, "w": 0.68, "x": 0.31, "y": 0.02 }, "kind": "title", "text": "Spruce Point Issues \"Strong Sell\" Opinion On MSCI Inc. With 55% - 65% Downside Risk", "attrs": null, "canon": { "kind": { "name": "Title", "slug": "title", "status": "active", "canonId": "019de52c-f7dd-76d9-b848-b1f12bd85cf4", "version": 1, "description": "Slide title or headline." }, "tool": null, "subkind": { "name": "Headline", "slug": "headline", "status": "active", "canonId": "019de52c-fae1-7463-9a7c-d60668eced0d", "version": 1, "description": null }, "framework": null }, "subkind": "headline", "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 20:28:35.195+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "2cdeed70-06ee-438d-859a-227bc74e4020", "parentComponentId": null } ], "metrics": [], "tools": [], "frameworks": [ { "matchId": "d11f73fa-75f3-42c4-9a0e-babadfdeb117", "evidence": "The slide provides a high-level summary of the investment thesis.", "framework": null, "confidence": 1, "extraction": { "at": "2026-05-02 20:28:35.195+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "pageNumber": 6, "frameworkName": "executive-summary" } ], "arcBeats": [ { "to": 76, "arc": { "name": "Overcoming the Monster", "slug": "overcoming-monster", "status": "active", "bestFor": "Competitive positioning, rallying teams", "canonId": "019dd956-6339-76ac-9cbf-4b377c3aa89e", "version": 1, "bodyDocId": "019df22a-2356-73eb-8061-d8c81dc0aa49", "structure": "The Monster -> The Call -> The Struggle -> The Victory -> The New Order", "description": null, "familyLabel": null }, "from": 4, "name": "Cite Precedent", "beatId": "5c97492b-d3b4-46d9-8bf6-e685ece94ea2", "matchId": "3a57c371-ca41-4e69-98f3-73afca67ba66", "beatType": null, "evidence": "Spruce Point cites its track record and various precedents to support its claims.", "position": 1, "isPrimaryArc": true, "parentBeatType": null, "alignedBlockIds": null, "matchConfidence": 0.8 } ], "loops": [ { "to": 123, "from": 1, "loop": { "name": "27_cost_of_inaction", "slug": "27-cost-of-inaction", "status": "active", "bestFor": "Urgent budget requests, compliance, risk mitigation", "canonId": "019dd956-70d1-7395-a15b-857ba858b394", "version": 1, "bodyDocId": "019df22a-2420-77be-bc41-ded96d08cb21", "structure": "The Status Quo -> The Hidden Costs Accumulating -> The Future State of Inaction -> The Tipping Point", "description": "Quantify what happens if the audience does nothing", "familyLabel": null }, "matchId": "96af0651-6de6-4b30-ba3b-77cee8001437", "evidence": "The loop is implicit, as the document builds a case for selling MSCI shares.", "position": 0, "objective": "Highlight the cost of inaction for investors not selling MSCI shares", "confidence": 0.7, "extraction": { "at": "2026-07-16 22:00:50.070166+00", "model": "or:meta-llama/llama-4-scout", "runId": null, "seconds": null, "promptVersion": "doc-narrative-v1" } } ], "locked": true }, { "page": 7, "type": "setup", "title": "Uses expert interviews and financial metrics to argue that MSCI's growth is stalling and margins are being artificially supported.", "function": "diagnose_problem", "rawType": "key_messages", "block": null, "metadata": { "slideType": "key_messages", "slideTypeCanon": { "name": "Key messages", "slug": "key_messages", "status": "active", "canonId": "019de52d-0712-703f-89f5-bda6688faf3f", "version": 1, "description": null }, "function": "diagnose_problem", "functionCanon": { "name": "Diagnose problem", "slug": "diagnose_problem", "status": "active", "canonId": "019de52d-176d-761f-b608-cf52262d2ab2", "version": 1, "description": null }, "density": "overcrowded", "densityScore": 77, "componentCount": 7, "textChars": 4380, "nDataPoints": 12, "notes": "Uses expert interviews and financial metrics to argue that MSCI's growth is stalling and margins are being artificially supported.", "elementsJson": [ "headline_text", "paragraph" ], "confidence": 0.95, "extraction": { "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "at": "2026-05-02 20:28:36.315+00", "seconds": 4.093, "promptVersion": "v2-canon-conditioned" } }, "links": { "slide": "/slides/019dd923-622c-750b-8b99-781d6376c0a8/7", "deck": "/decks/019dd923-622c-750b-8b99-781d6376c0a8", "deckAnchor": "/decks/019dd923-622c-750b-8b99-781d6376c0a8#slide-7", "deckJson": "/decks/019dd923-622c-750b-8b99-781d6376c0a8.json" }, "components": [ { "bbox": null, "kind": "callout", "text": "Lastly, we observe that MSCI is increasing its cost capitalization of development expense, which has the obvious effect of flattering margins.", "attrs": null, "canon": { "kind": { "name": "Callout", "slug": "callout", "status": "active", "canonId": "019de52c-f8d3-761a-8953-7d37080de5e2", "version": 1, "description": "Highlighted callout box." }, "tool": { "name": "Visual emphasis", "slug": "visual-emphasis", "status": "active", "bestFor": null, "canonId": "019dd9e1-474b-736b-a8eb-a794dd88241c", "version": 1, "bodyDocId": null, "description": "Drawing the eye to one element above the rest of the slide.", "familyLabel": null }, "subkind": null, "framework": null }, "subkind": null, "groupRole": null, "confidence": null, "extraction": { "at": "2026-04-22 23:23:16+00", "model": "unknown-legacy", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "019dd953-1ac4-74a6-be20-776ef52a5179", "parentComponentId": null }, { "bbox": { "h": 0.2, "w": 0.13, "x": 0.01, "y": 0.65 }, "kind": "paragraph", "text": "Analytics Segment Is Also Under Pressure And Anchored By Commoditized Solutions", "attrs": null, "canon": { "kind": { "name": "Paragraph", "slug": "paragraph", "status": "active", "canonId": "5f2affc0-941d-4d07-959d-4bfc1930cea4", "version": 1, "description": "Single prose block in the body of a slide." }, "tool": null, "subkind": { "name": "Paragraph", "slug": "paragraph", "status": "active", "canonId": "019de52c-fb80-75af-aa5c-a7a4bfac2433", "version": 1, "description": null }, "framework": null }, "subkind": "paragraph", "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 20:28:36.315+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "1f895b59-4775-473b-95ab-4422f84b7e3a", "parentComponentId": null }, { "bbox": { "h": 0.2, "w": 0.13, "x": 0.01, "y": 0.25 }, "kind": "paragraph", "text": "ESG & Climate, MSCI's Recent Growth Driver, Is Now Under Increased Pressure", "attrs": null, "canon": { "kind": { "name": "Paragraph", "slug": "paragraph", "status": "active", "canonId": "5f2affc0-941d-4d07-959d-4bfc1930cea4", "version": 1, "description": "Single prose block in the body of a slide." }, "tool": null, "subkind": { "name": "Paragraph", "slug": "paragraph", "status": "active", "canonId": "019de52c-fb80-75af-aa5c-a7a4bfac2433", "version": 1, "description": null }, "framework": null }, "subkind": "paragraph", "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 20:28:36.315+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "7f267033-6874-4307-8861-2198088865ea", "parentComponentId": null }, { "bbox": { "h": 0.35, "w": 0.84, "x": 0.15, "y": 0.16 }, "kind": "paragraph", "text": "Since 2020, ESG and Climate solutions has been a growth engine with run rate revenue increasing from $138 to $297 million, and margins expanding from 20.5% to 34.8%. We believe the growth spurt is ending not only from ESG pushback, regulatory uncertainty, and ESG's market underperformance, but also MSCI-specific issues that are resulting in client loss. In 2023, MSCI changed its representation that it has a \"Unique Track Record\" to a \"Long Track Record\". To say that something is unique means that it is one of a kind, or unlike anything else. We view this modification in choice of words, along with MSCI expanding disclosure of competitors such as Bloomberg and Moodys in the recent 10-K, as an indicator that its ESG and Climate business is coming under increased pressure. MSCI also added a pop-up box on its rating page to be used as a sales lead generation before providing its public ratings. When we interviewed a former MSCI executive we were told, \"ESG competition is definitely increasing, especially Bloomberg. MSCI was one of the first but that doesn't mean competitors aren't going to eat away at it. As early as 2023, people were leaving the ESG team. To grow, you have to have consistent sales. They were under target and didn't hit their goals. That business line was struggling.\" Lastly, we observe that MSCI is increasing its cost capitalization of development expense, which has the obvious effect of flattering margins.", "attrs": null, "canon": { "kind": { "name": "Paragraph", "slug": "paragraph", "status": "active", "canonId": "5f2affc0-941d-4d07-959d-4bfc1930cea4", "version": 1, "description": "Single prose block in the body of a slide." }, "tool": null, "subkind": { "name": "Paragraph", "slug": "paragraph", "status": "active", "canonId": "019de52c-fb80-75af-aa5c-a7a4bfac2433", "version": 1, "description": null }, "framework": null }, "subkind": "paragraph", "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 20:28:36.315+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "ab0d7ec2-81dc-4f37-bba8-29646d124659", "parentComponentId": null }, { "bbox": { "h": 0.45, "w": 0.84, "x": 0.15, "y": 0.53 }, "kind": "paragraph", "text": "The Analytics segment is ~26% of MSCI's revenue and ~18% of Adj. EBITDA. As one former MSCI employee with 18 years experience developing models said, \"It's less about brain power - lots of physics PhDs in quant land - and more about the difficult and unglamorous job of sourcing, curating, managing and QA'ing data and the 24/7 operations to ensure updates are there every day, on time, for every asset class, for every model, for every client.\" Spruce Point believes artificial intelligence will automate and improve the data management to drive down competitive barriers and fees further. In 2016, MSCI stated its intention to accelerate Analytics revenue growth rate from low to mid-single digits to the upper single digits over the long term. Seven years later, the growth rate has increased modestly to the 6% range (aided recently by punitive fee increases) but has averaged just 4.5% over the time-period. The bulk of the segment was built with acquisitions dating 15 - 20 years ago and are still anchored by RiskMetrics and Barra solutions. Not surprisingly, some industry expert interview opined that MSCI's models are becoming commoditized. Recent results indicate that the segment is under increased pressures. For example, Spruce Point observes that for the first time in recent years, MSCI experienced year-over-year declines in the organic sales growth, Adj. EBITDA margin and client Retention Rate metrics. Retention rate has fallen in three of the last four quarters while Adj. EBITDA margin growth is declining after a period of strong expansion. Now, MSCI is referencing higher compensation costs across cost of revenue, selling and marketing and G&A, offset by lower R&D compensation expense after a period of cost capitalization. Our interpretation is that MSCI is likely experiencing wage pressures retaining employees who may be looking to depart while customers churn.", "attrs": null, "canon": { "kind": { "name": "Paragraph", "slug": "paragraph", "status": "active", "canonId": "5f2affc0-941d-4d07-959d-4bfc1930cea4", "version": 1, "description": "Single prose block in the body of a slide." }, "tool": null, "subkind": { "name": "Paragraph", "slug": "paragraph", "status": "active", "canonId": "019de52c-fb80-75af-aa5c-a7a4bfac2433", "version": 1, "description": null }, "framework": null }, "subkind": "paragraph", "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 20:28:36.315+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "d8525b10-8e6c-417c-94c6-3026b3fb8bce", "parentComponentId": null }, { "bbox": null, "kind": "quote", "text": "\"ESG competition is definitely increasing, especially Bloomberg. MSCI was one of the first but that doesn't mean competitors aren't going to eat away at it. As early as 2023, people were leaving the ESG team. To grow, you have to have consistent sales. They were under target and didn't hit their goals. That business line was struggling.\" — Former MSCI executive. \"It's less about brain power - lots of physics PhDs in quant land - and more about the difficult and unglamorous job of sourcing, curating, managing and QA'ing data and the 24/7 operations to ensure updates are there every day, on time, for every asset class, for every model, for every client.\" — Former MSCI employee with 18 years experience.", "attrs": null, "canon": { "kind": { "name": "Quote", "slug": "quote", "status": "active", "canonId": "019de52c-f8fb-751e-8bc6-d58e2d59562a", "version": 1, "description": "Pull quote or testimonial." }, "tool": { "name": "Authority citation", "slug": "authority-citation", "status": "active", "bestFor": null, "canonId": "019dd9e1-49ae-7557-89ad-3fca70469b45", "version": 1, "bodyDocId": null, "description": "Quoting an authority figure, study, or precedent to lend weight.", "familyLabel": null }, "subkind": null, "framework": null }, "subkind": null, "groupRole": null, "confidence": 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"y": 0.36 }, "kind": "paragraph", "text": "We see a poor risk / reward in owning MSCI's shares. The average sell-side broker consensus price target is $554/share, representing just 2.6% upside. We believe there is a certain comedic humor in MSCI's ratings and price targets. Notably, one of the highest Street price targets is from Morgan Stanley, who recently upgraded the stock calling it a \"Top Pick\". As previously mentioned, MSCI was founded as Morgan Stanley Capital International with Morgan Stanley incubating the business and leading its IPO as underwriter in 2007. As such, we believe Morgan Stanley is the most biased stock promoter. Ironically, Morningstar, which is a key competitor to MSCI, has a Sell recommendation and Street-low $440/share price target. While also biased, we believe their rationale to sell the stock far outweighs the merits from the upside case promoted by Morgan Stanley.", "attrs": null, "canon": { "kind": { "name": "Paragraph", "slug": "paragraph", "status": "active", "canonId": "5f2affc0-941d-4d07-959d-4bfc1930cea4", "version": 1, "description": "Single prose block in the body of a slide." }, "tool": null, "subkind": { "name": "Paragraph", "slug": "paragraph", "status": "active", "canonId": "019de52c-fb80-75af-aa5c-a7a4bfac2433", "version": 1, "description": null }, "framework": null }, "subkind": "paragraph", "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 20:28:36.463+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "3d89ac85-b4c0-401c-8f0c-51c6bfc3aac1", "parentComponentId": null }, { "bbox": { "h": 0.3, "w": 0.68, "x": 0.28, "y": 0.67 }, "kind": "paragraph", "text": "Spruce Point believes the current sell-side promoters need to refresh their thinking about MSCI and the sustainability of its growth and margins, especially \"faster growth\" segment areas in ESG and Climate and Private Assets. We believe it is easy to dismiss much of the bull case narrative with some simple channel checks, a close forensic review of MSCI's financials and by speaking with former employees. Specifically, we believe analysts and investors need to rethink the sustainability of MSCI's high client Retention Rate in a changing competitive landscape as well as its capital allocation policies. We believe management is showing poor discipline with acquisitions, while deploying too much capital to share repurchases with its stock trading at an industry-high multiple of 17x and 29x 2024E revenue and Adj. EBITDA. Investors would be better served with a higher dividend rather than allowing management to essentially buy its way towards handsome long-term bonuses tied to Adj. EPS. MSCI's leverage is now at a decade high at approximately 3x Net Debt / EBITDA which we believe is at the worst time as client Retention Rates decline. By conducting a realistic sum-of-parts valuation of MSCI's business segments, we estimate 55% - 65% downside risk ($190 - $244 per share) and expect MSCI to underperform the S&P 500 and its own relevant benchmark indices.", "attrs": null, "canon": { "kind": { "name": "Paragraph", "slug": "paragraph", "status": "active", "canonId": "5f2affc0-941d-4d07-959d-4bfc1930cea4", "version": 1, "description": "Single prose block in the body of a slide." }, "tool": null, "subkind": { "name": "Paragraph", "slug": "paragraph", "status": "active", "canonId": "019de52c-fb80-75af-aa5c-a7a4bfac2433", "version": 1, "description": null }, "framework": null }, "subkind": "paragraph", "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 20:28:36.463+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "437990e8-01c1-4983-9a36-d862a67cdcd9", "parentComponentId": null }, { "bbox": { "h": 0.15, "w": 0.68, "x": 0.28, "y": 0.2 }, "kind": "paragraph", "text": "Spruce Point believes the fundamental case against owning MSCI is mirrored by movements among its largest institutional owners. Fidelity and T.Rowe Price were formerly >5% owners but have repeatedly reduced their ownership in the Company. Furthermore, consistent with our view of weakening governance measures, we find that Director ownership has noticeably declined in the past few years.", "attrs": null, "canon": { "kind": { "name": "Paragraph", "slug": "paragraph", "status": "active", "canonId": "5f2affc0-941d-4d07-959d-4bfc1930cea4", "version": 1, "description": "Single prose block in the body of a slide." }, "tool": null, "subkind": { "name": "Paragraph", "slug": "paragraph", "status": "active", "canonId": "019de52c-fb80-75af-aa5c-a7a4bfac2433", "version": 1, "description": null }, "framework": null }, "subkind": "paragraph", "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 20:28:36.463+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "5739a857-bf94-4729-a4e7-87aa372d129e", "parentComponentId": null }, { "bbox": { "h": 0.12, "w": 0.68, "x": 0.28, "y": 0.05 }, "kind": "title", "text": "Spruce Point Sees 55% - 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"Primary callout", "slug": "primary", "status": "active", "canonId": "019de52c-fbd1-70eb-a9ce-8997f8674c1d", "version": 1, "description": null }, "framework": null }, "subkind": "primary", "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 20:28:37.205+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "8d983ef9-6e59-45bc-b78f-74f0293c8e8e", "parentComponentId": null }, { "bbox": null, "kind": "metric", "text": "New Recurring Subscription Sales: -38.6%", "attrs": null, "canon": { "kind": { "name": "Metric", "slug": "metric", "status": "active", "canonId": "019de52c-f923-73bf-8081-d0b1a8c5264d", "version": 1, "description": "Big-number or KPI value." }, "tool": { "name": "Quantification", "slug": "quantification", "status": "active", "bestFor": null, "canonId": "019dd9e1-47ab-72ce-a079-aab1f5299e88", "version": 1, "bodyDocId": null, "description": "Translating a claim into numbers, charts, or tables.", "familyLabel": null }, "subkind": null, "framework": null }, "subkind": "primary", "groupRole": null, "confidence": null, "extraction": { "at": "2026-04-22 23:23:17+00", "model": "unknown-legacy", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "019dd953-1ac4-74a6-be20-df273656bd4e", "parentComponentId": null }, { "bbox": { "h": 0.08, "w": 0.96, "x": 0.02, "y": 0.17 }, "kind": "paragraph", "text": "Absent price increases, we calculate that year-over-year new recurring sales would have plummeted in the -40% range in 2023. The CFO said MSCI was successful rolling out higher prices. However, is this true if clients are pushing back while MSCI's total customer count declined for the first time?", "attrs": null, "canon": { "kind": { "name": "Paragraph", "slug": "paragraph", "status": "active", "canonId": "5f2affc0-941d-4d07-959d-4bfc1930cea4", "version": 1, "description": "Single prose block in the body of a slide." }, "tool": null, "subkind": { "name": "Paragraph", "slug": "paragraph", "status": "active", "canonId": "019de52c-fb80-75af-aa5c-a7a4bfac2433", "version": 1, "description": null }, "framework": null }, "subkind": "paragraph", "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 20:28:37.205+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "f9f6419a-1ccb-47ca-af54-bfd73cdc3126", "parentComponentId": null }, { "bbox": { "h": 0.13, "w": 0.86, "x": 0.12, "y": 0.28 }, "kind": "quote", "text": "We've been successful at rolling out higher price increases... Clearly, there are varying degrees of pushback depending on the product and region and client type, and we are very cognizant of the fact that many of our clients are feeling pressure in the current environment.", "attrs": null, "canon": { "kind": { "name": "Quote", "slug": "quote", "status": "active", "canonId": "019de52c-f8fb-751e-8bc6-d58e2d59562a", "version": 1, "description": "Pull quote or testimonial." }, "tool": null, "subkind": { "name": "Pull quote", "slug": "pull-quote", "status": "active", "canonId": "019de52c-fbf9-76fe-97e1-a0b7540445c9", "version": 1, "description": null }, "framework": null }, "subkind": "pull-quote", "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 20:28:37.205+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "2f7f9581-0f3b-4468-819d-d51aa530eb83", "parentComponentId": null }, { "bbox": null, "kind": "quote", "text": "We've been successful at rolling out higher price increases, although, it's modest increases relative to what we've done in the past. I would say in the third quarter, price increases contributed a comparable amount to what they've contributed in recent quarters. So across all product areas, price increases represented mid- to high 30% of new recurring sales within the index, it was 40% plus which is consistent with what we've seen in recent quarters. Clearly, there are varying degrees of pushback depending on the product and region and client type, and we are very cognizant of the fact that many of our clients are feeling pressure in the current environment. — CFO, Q3'23 Earnings Call", "attrs": null, "canon": { "kind": { "name": "Quote", "slug": "quote", "status": "active", "canonId": "019de52c-f8fb-751e-8bc6-d58e2d59562a", "version": 1, "description": "Pull quote or testimonial." }, "tool": { "name": "Authority citation", "slug": "authority-citation", "status": "active", "bestFor": null, "canonId": "019dd9e1-49ae-7557-89ad-3fca70469b45", "version": 1, "bodyDocId": null, "description": "Quoting an authority figure, study, or precedent to lend weight.", "familyLabel": null }, "subkind": null, "framework": null }, "subkind": null, "groupRole": null, "confidence": null, "extraction": { "at": "2026-04-22 23:23:17+00", "model": "unknown-legacy", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "019dd953-1ac4-74a6-be20-dadca38b5887", "parentComponentId": null }, { "bbox": { "h": 0.03, "w": 0.9, "x": 0.02, "y": 0.96 }, "kind": "source-note", "text": "Source: MSCI financial reports, Q3'23 Conference Call and Spruce Point analysis based on 40% of new index subscriptions from price increases and 35% for each other segment.", "attrs": null, "canon": { "kind": { "name": "Source note", "slug": "source-note", "status": "active", "canonId": "23484952-494b-4a5e-b1ad-550d0d70e948", "version": 1, "description": "Attribution / source / caveat placed at the slide footer. Numbered footnotes use attrs.numbered." }, "tool": null, "subkind": null, "framework": null }, "subkind": null, "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 20:28:37.205+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "4fdc5aac-43e1-490e-a5ac-882f5606674b", "parentComponentId": null }, { "bbox": { "h": 0.48, "w": 0.78, "x": 0.02, "y": 0.45 }, "kind": "table", "text": "New Recurring Subscription Sales table showing 2022, Q1'23, Q2'23, Q3'23 data for Index, Analytics, ESG & Climate, and All other-Private segments.", "attrs": null, "canon": { "kind": { "name": "Table", "slug": "table", "status": "active", "canonId": "019de52c-f9c8-7148-8119-eaac9594cd28", "version": 1, "description": "Tabular data layout." }, "tool": null, "subkind": { "name": "Data table", "slug": "data", "status": "active", "canonId": "019de52d-02d5-75b8-8abf-88e92bf63569", "version": 1, "description": null }, "framework": null }, "subkind": "data", "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 20:28:37.205+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "2887fe93-787d-414c-b42f-07e1bcfd6e0b", "parentComponentId": null }, { "bbox": { "h": 0.05, "w": 0.48, "x": 0.32, "y": 0.04 }, "kind": "title", "text": "Is MSCI Price Gouging Clients?", "attrs": null, "canon": { "kind": { "name": "Title", "slug": "title", "status": "active", "canonId": "019de52c-f7dd-76d9-b848-b1f12bd85cf4", "version": 1, "description": "Slide title or headline." }, "tool": null, "subkind": { "name": "Headline", "slug": "headline", "status": "active", "canonId": "019de52c-fae1-7463-9a7c-d60668eced0d", "version": 1, "description": null }, "framework": null }, "subkind": "headline", "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 20:28:37.205+00", "model": 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"3a57c371-ca41-4e69-98f3-73afca67ba66", "beatType": null, "evidence": "Spruce Point cites its track record and various precedents to support its claims.", "position": 1, "isPrimaryArc": true, "parentBeatType": null, "alignedBlockIds": null, "matchConfidence": 0.8 } ], "loops": [ { "to": 123, "from": 1, "loop": { "name": "27_cost_of_inaction", "slug": "27-cost-of-inaction", "status": "active", "bestFor": "Urgent budget requests, compliance, risk mitigation", "canonId": "019dd956-70d1-7395-a15b-857ba858b394", "version": 1, "bodyDocId": "019df22a-2420-77be-bc41-ded96d08cb21", "structure": "The Status Quo -> The Hidden Costs Accumulating -> The Future State of Inaction -> The Tipping Point", "description": "Quantify what happens if the audience does nothing", "familyLabel": null }, "matchId": "96af0651-6de6-4b30-ba3b-77cee8001437", "evidence": "The loop is implicit, as the document builds a case for selling MSCI shares.", "position": 0, "objective": "Highlight the cost of inaction for investors not selling MSCI shares", "confidence": 0.7, "extraction": { "at": "2026-07-16 22:00:50.070166+00", "model": "or:meta-llama/llama-4-scout", "runId": null, "seconds": null, "promptVersion": "doc-narrative-v1" } }, { "to": 66, "from": 14, "loop": { "name": "10_iceberg", "slug": "10-iceberg", "status": "active", "bestFor": "Consulting, complex problem solving, organizational change", "canonId": "019dd956-69f4-738c-852a-643798da0899", "version": 1, "bodyDocId": "019df22a-2420-77be-bc41-ded96d08cb21", "structure": "The Symptom (Visible) -> The System (Hidden) -> The Root Cause", "description": "Reveal that the visible problem is merely a symptom of a deeper root cause", "familyLabel": null }, "matchId": "135dbc3a-3938-4134-b2a9-cd049699de43", "evidence": "The document uncovers potential issues beneath the surface of MSCI's deals.", "position": 1, "objective": "Reveal hidden issues with MSCI's acquisitions and alliances", "confidence": 0.6, "extraction": { "at": "2026-07-16 22:00:50.111406+00", "model": "or:meta-llama/llama-4-scout", "runId": null, "seconds": null, "promptVersion": "doc-narrative-v1" } } ], "locked": true }, { "page": 18, "type": "tension", "title": "The slide uses a comparison of 2021 vs 2022 10-K disclosures to show increased risk language.", "function": "expose_contradiction", "rawType": "expose_contradiction", "block": null, "metadata": { "slideType": "expose_contradiction", "slideTypeCanon": { "name": "Expose contradiction", "slug": "expose_contradiction", "status": "active", "canonId": "019de52d-124c-75aa-984a-0a3d0d8fc8df", "version": 1, "description": null }, "function": "expose_contradiction", "functionCanon": { "name": "Expose contradiction", "slug": "expose_contradiction", "status": "active", "canonId": "019de52d-171f-776f-887c-73edaff4cf9c", "version": 1, "description": null }, "density": "dense", "densityScore": 63, "componentCount": 6, "textChars": 2023, "nDataPoints": 4, "notes": "The slide uses a comparison of 2021 vs 2022 10-K disclosures to show increased risk language.", "elementsJson": [ "headline_text", "callout_box", "paragraph" ], "confidence": 1, "extraction": { "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "at": "2026-05-02 20:28:38.063+00", "seconds": 3.893, "promptVersion": "v2-canon-conditioned" } }, "links": { "slide": "/slides/019dd923-622c-750b-8b99-781d6376c0a8/18", "deck": "/decks/019dd923-622c-750b-8b99-781d6376c0a8", "deckAnchor": "/decks/019dd923-622c-750b-8b99-781d6376c0a8#slide-18", "deckJson": "/decks/019dd923-622c-750b-8b99-781d6376c0a8.json" }, "components": [ { "bbox": { "h": 0.08, "w": 0.96, "x": 0.02, "y": 0.0017 }, "kind": "callout", "text": "Spruce Point observes that MSCI has expanded its discussion around reasons why client activity may decrease and cancellations occur. We view this as an extremely bearish signal.", "attrs": null, "canon": { "kind": { "name": "Callout", "slug": "callout", "status": "active", "canonId": "019de52c-f8d3-761a-8953-7d37080de5e2", "version": 1, "description": "Highlighted callout box." }, "tool": null, "subkind": { "name": "Primary callout", "slug": "primary", "status": "active", "canonId": "019de52c-fbd1-70eb-a9ce-8997f8674c1d", "version": 1, "description": null }, "framework": null }, "subkind": "primary", "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 20:28:38.063+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "2c5c8b08-84e3-4480-b130-0745d0653882", "parentComponentId": null }, { "bbox": { "h": 0.12, "w": 0.44, "x": 0.28, "y": 0.8 }, "kind": "callout", "text": "Warning: We don't believe it is a good sign when a Company expands the discussion about factors why client activity may decrease", "attrs": null, "canon": { "kind": { "name": "Callout", "slug": "callout", "status": "active", "canonId": "019de52c-f8d3-761a-8953-7d37080de5e2", "version": 1, "description": "Highlighted callout box." }, "tool": null, "subkind": { "name": "Primary callout", "slug": "primary", "status": "active", "canonId": "019de52c-fbd1-70eb-a9ce-8997f8674c1d", "version": 1, "description": null }, "framework": null }, "subkind": "primary", "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 20:28:38.063+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "be115f89-ec57-4ba1-8718-6a1fd4db136d", "parentComponentId": null }, { "bbox": { "h": 0.42, "w": 0.92, "x": 0.04, "y": 0.36 }, "kind": "paragraph", "text": "Cancellations or reductions by any of our largest clients could have a material adverse effect on our business, financial condition or results of operations. A material portion of our revenues is concentrated in some of our largest customers.clients. For the fiscal year ended December 31, 2021,2022, our largest client organization by revenue, BlackRock, accounted for 12.7%10.3% of our totalconsolidated operating revenues. For the fiscal year ended December 31, 2020,2021, BlackRock accounted for 11.0%12.7% of our totalconsolidated operating revenues. Our revenue growth depends on our ability to obtain new clients, quickly onboard our clients and deploy our products and services to them, sell additional services to existing clients and achieve and sustain a high level of renewal rates with respect to our existing licenses. Failure to achieve one or more of these objectives could have a material adverse effect on our business, financial condition and results of operations. or results of operations. A client's activity with us may decrease for a variety of reasons, including the client's level of satisfaction with our products and services, the effectiveness of our support services, the pricing of our products and services, the pricing and quality of competing products or services or the effects of changes in economic conditions and the global capital markets. 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So that's our ambition level. Yes, it's a EUR 600 million company from a qualitative perspective, we have all the ingredients to compete here. And we are winning market shares. We are winning customers here.", "attrs": null, "canon": { "kind": { "name": "Quote", "slug": "quote", "status": "active", "canonId": "019de52c-f8fb-751e-8bc6-d58e2d59562a", "version": 1, "description": "Pull quote or testimonial." }, "tool": null, "subkind": { "name": "Pull quote", "slug": "pull-quote", "status": "active", "canonId": "019de52c-fbf9-76fe-97e1-a0b7540445c9", "version": 1, "description": null }, "framework": null }, "subkind": "pull-quote", "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 20:28:37.836+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "8c733e87-5c48-4cbb-85ee-93f5e5d2875b", "parentComponentId": null }, { "bbox": null, "kind": "quote", "text": "And from a capability point of view, we have all the ingredients what we need to compete with MSCI. So that's our ambition level. Yes, it's a EUR 600 million company from a revenue perspective, MSCI is 3 to 4x bigger. But nevertheless, from a qualitative perspective, we have all the ingredients to compete here. And we are winning market shares. We are winning customers here. — Gregor Pottmeyer, Deutsche Börse CFO, 2022 Investor Day; With a combination of ISS and STOXX, we have created a more credible, we call it, MSCI challenger. — Theodor Weimer, Deutsche Börse CEO, 2023 Investor Day", "attrs": null, "canon": { "kind": { "name": "Quote", "slug": "quote", "status": "active", "canonId": "019de52c-f8fb-751e-8bc6-d58e2d59562a", "version": 1, "description": "Pull quote or testimonial." }, "tool": { "name": "Authority citation", "slug": "authority-citation", "status": "active", "bestFor": null, "canonId": "019dd9e1-49ae-7557-89ad-3fca70469b45", "version": 1, "bodyDocId": null, "description": "Quoting an authority figure, study, or precedent to lend weight.", "familyLabel": null }, "subkind": null, "framework": null }, "subkind": null, "groupRole": null, "confidence": null, "extraction": { "at": "2026-04-22 23:23:17+00", "model": "unknown-legacy", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "019dd953-1ac4-74a6-be21-86ec4a8c2fd2", "parentComponentId": null }, { "bbox": { "h": 0.03, "w": 0.96, "x": 0.02, "y": 0.95 }, "kind": "source-note", "text": "Sources: 2022, Investor Day, 2023, Investor Day, Executive Hiring; Qontigo/Singhal, Qontigo/Verma, Qontigo/Batir (LinkedIn), Qontigo/Lomholt, Charlene Low", "attrs": null, "canon": { "kind": { "name": "Source note", "slug": "source-note", "status": "active", "canonId": "23484952-494b-4a5e-b1ad-550d0d70e948", "version": 1, "description": "Attribution / source / caveat placed at the slide footer. 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For example, on November 1st, Nasdaq acquired Adenza in a $10.5 billion deal. Adenza is a provider of risk management, reporting and capital markets software. MSCI already fails to disclose that Nasdaq is a competitor within its Index segment while also growing its ESG solutions business. Nasdaq is well positioned to collect ESG data from its market listed clients. 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BlackRock has been steadily losing share in the ETF market, specifically in the U.S. where Vanguard has marketed ultra low-cost ETFs. In years past, Vanguard moved its target benchmarks away from MSCI. Market observers expect Vanguard to ultimately be the market share leader within a few years while other ETF providers outside of Vanguard and BlackRock grow at an unprecedented rate. BlackRock's global head of iShares and index investments Salim Ramji recently departed.", "attrs": null, "canon": { "kind": { "name": "Paragraph", "slug": "paragraph", "status": "active", "canonId": "5f2affc0-941d-4d07-959d-4bfc1930cea4", "version": 1, "description": "Single prose block in the body of a slide." }, "tool": null, "subkind": { "name": "Paragraph", "slug": "paragraph", "status": "active", "canonId": "019de52c-fb80-75af-aa5c-a7a4bfac2433", "version": 1, "description": null }, "framework": null }, "subkind": "paragraph", "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 20:28:39.451+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "5b3660aa-51a5-49d9-9a27-115046aaf177", "parentComponentId": null }, { "bbox": { "h": 0.06, "w": 0.96, "x": 0.02, "y": 0.36 }, "kind": "quote", "text": "And while BlackRock and Vanguard still make up the bulk of all ETF assets, an unprecedented 45% of the new money flowing into the industry this year has gone to issuers outside of the big two, Bloomberg Intelligence data show.", "attrs": null, "canon": { "kind": { "name": "Quote", "slug": "quote", "status": "active", "canonId": "019de52c-f8fb-751e-8bc6-d58e2d59562a", "version": 1, "description": "Pull quote or testimonial." }, "tool": null, "subkind": { "name": "Pull quote", "slug": "pull-quote", "status": "active", "canonId": "019de52c-fbf9-76fe-97e1-a0b7540445c9", "version": 1, "description": null }, "framework": null }, "subkind": "pull-quote", "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 20:28:39.451+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "093f9fa3-e3f8-4516-b706-deab3abd637e", "parentComponentId": null }, { "bbox": { "h": 0.07, "w": 0.96, "x": 0.02, "y": 0.44 }, "kind": "quote", "text": "That setup has enabled Vanguard to charge clients next to nothing across its largely passive ETF lineup, sucking in hundreds of billions of dollars of inflows per year and fueling an almost-continuous fee war as issuers big and small slash costs to compete.", "attrs": null, "canon": { "kind": { "name": "Quote", "slug": "quote", "status": "active", "canonId": "019de52c-f8fb-751e-8bc6-d58e2d59562a", "version": 1, "description": "Pull quote or testimonial." }, "tool": null, "subkind": { "name": "Pull quote", "slug": "pull-quote", "status": "active", "canonId": "019de52c-fbf9-76fe-97e1-a0b7540445c9", "version": 1, "description": null }, "framework": null }, "subkind": "pull-quote", "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 20:28:39.451+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "336cdfe3-be7a-4b97-b1cc-dab669d12dd0", "parentComponentId": null }, { "bbox": null, "kind": "quote", "text": "And while BlackRock and Vanguard still make up the bulk of all ETF assets, an unprecedented 45% of the new money flowing into the industry this year has gone to issuers outside of the big two, Bloomberg Intelligence data show. — Bloomberg Intelligence", "attrs": null, "canon": { "kind": { "name": "Quote", "slug": "quote", "status": "active", "canonId": "019de52c-f8fb-751e-8bc6-d58e2d59562a", "version": 1, "description": "Pull quote or testimonial." }, "tool": { "name": "Authority citation", "slug": "authority-citation", "status": "active", "bestFor": null, "canonId": "019dd9e1-49ae-7557-89ad-3fca70469b45", "version": 1, "bodyDocId": null, "description": "Quoting an authority figure, study, or precedent to lend weight.", "familyLabel": null }, "subkind": null, "framework": null }, "subkind": null, "groupRole": null, "confidence": null, "extraction": { "at": "2026-04-22 23:23:17+00", "model": "unknown-legacy", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "019dd953-1ac4-74a6-be21-9a10dab1bf8c", "parentComponentId": null }, { "bbox": { "h": 0.08, "w": 0.96, "x": 0.02, "y": 0.88 }, "kind": "source-note", "text": "Source: Bloomberg Intelligence; 2023 figure as of Dec. 11. 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However, we believe it may not be at the forefront of AI or thematic product development.", "attrs": null, "canon": { "kind": { "name": "Callout", "slug": "callout", "status": "active", "canonId": "019de52c-f8d3-761a-8953-7d37080de5e2", "version": 1, "description": "Highlighted callout box." }, "tool": { "name": "Visual emphasis", "slug": "visual-emphasis", "status": "active", "bestFor": null, "canonId": "019dd9e1-474b-736b-a8eb-a794dd88241c", "version": 1, "bodyDocId": null, "description": "Drawing the eye to one element above the rest of the slide.", "familyLabel": null }, "subkind": null, "framework": null }, "subkind": null, "groupRole": null, "confidence": null, "extraction": { "at": "2026-04-22 23:23:18+00", "model": "unknown-legacy", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "019dd953-1ac4-74a6-be22-23e727c9a318", "parentComponentId": null }, { "bbox": { "h": 0.25, "w": 0.47, "x": 0.51, "y": 0.39 }, "kind": "paragraph", "text": "Introducing AiPEXAR, an Artificially Intelligent Index with IBM Watson. The suite of AI Powered US Equity Indexes are the first and only rules-based equity strategies to use IBM Watson to turn data into investment insight. AiPEXAR objectively evaluates and scores a universe of Large and Mid Cap U.S. publicly traded companies in order to find those whose stock prices are poised for growth and rebalances its portfolio monthly by following a 3-step equity selection process. AiPEXAR is 100% composed of US equities selected by the AI at all times and will not invest in cash or other instruments.", "attrs": null, "canon": { "kind": { "name": "Paragraph", "slug": "paragraph", "status": "active", "canonId": "5f2affc0-941d-4d07-959d-4bfc1930cea4", "version": 1, "description": "Single prose block in the body of a slide." }, "tool": null, "subkind": { "name": "Paragraph", "slug": "paragraph", "status": "active", "canonId": "019de52c-fb80-75af-aa5c-a7a4bfac2433", "version": 1, "description": null }, "framework": null }, "subkind": "paragraph", "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 20:28:40.116+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "0541a7c9-c49f-480b-9de3-2d192b40fbcc", "parentComponentId": null }, { "bbox": { "h": 0.13, "w": 0.96, "x": 0.02, "y": 0.17 }, "kind": "paragraph", "text": "MSCI said in 2019 that it invested and used artificial intelligence (“AI”) to create indices and referenced thematic indices. However, we believe it may not be at the forefront of AI or thematic product development. We observe that HSBC has partnered with IBM Watson to launch AI Powered ETFs, which won an industry innovation award. We believe MSCI's index struggles can be seen with the reappointment of Jana Haines, a 14-year MSCI veteran to take the lead over the index business in November 2023. MSCI does not put this news on its IR website, but rather under the general media center.", "attrs": null, "canon": { "kind": { "name": "Paragraph", "slug": "paragraph", "status": "active", "canonId": "5f2affc0-941d-4d07-959d-4bfc1930cea4", "version": 1, "description": "Single prose block in the body of a slide." }, "tool": null, "subkind": { "name": "Paragraph", "slug": "paragraph", "status": "active", "canonId": "019de52c-fb80-75af-aa5c-a7a4bfac2433", "version": 1, "description": null }, "framework": null }, "subkind": "paragraph", "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 20:28:40.116+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "66aec32f-fdb9-40c0-9255-b7b42202abb6", "parentComponentId": null }, { "bbox": { "h": 0.15, "w": 0.47, "x": 0.02, "y": 0.39 }, "kind": "paragraph", "text": "“We want to invest in technology, AI, but for us, AI is not just used to create exciting new indexes like our thematic indexes, but we use artificial intelligence also as another layer of quality assurance on our already existing very strong quality assurance processes on our indexes.”", "attrs": null, "canon": { "kind": { "name": "Paragraph", "slug": "paragraph", "status": "active", "canonId": "5f2affc0-941d-4d07-959d-4bfc1930cea4", "version": 1, "description": "Single prose block in the body of a slide." }, "tool": null, "subkind": { "name": "Paragraph", "slug": "paragraph", "status": "active", "canonId": "019de52c-fb80-75af-aa5c-a7a4bfac2433", "version": 1, "description": null }, "framework": null }, "subkind": "paragraph", "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 20:28:40.116+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "e2d35934-6ee7-437d-b293-06d298241d9c", "parentComponentId": null }, { "bbox": { "h": 0.15, "w": 0.47, "x": 0.02, "y": 0.7 }, "kind": "paragraph", "text": "“NEW YORK – November 30, 2023 – MSCI Inc. (NYSE: MSCI), a leading provider of mission-critical decision support tools and services for the global investment community, today announced that Jana Haines has joined the firm as Head of Index and as a member of MSCI’s Executive Committee.”", "attrs": null, "canon": { "kind": { "name": "Paragraph", "slug": "paragraph", "status": "active", "canonId": "5f2affc0-941d-4d07-959d-4bfc1930cea4", "version": 1, "description": "Single prose block in the body of a slide." }, "tool": null, "subkind": { "name": "Paragraph", "slug": "paragraph", "status": "active", "canonId": "019de52c-fb80-75af-aa5c-a7a4bfac2433", "version": 1, "description": null }, "framework": null }, "subkind": "paragraph", "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 20:28:40.116+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "edde8c47-ae57-4ed2-a442-15b54199eeaa", "parentComponentId": null }, { "bbox": null, "kind": "quote", "text": "We want to invest in technology, AI, but for us, AI is not just used to create exciting new indexes like our thematic indexes, but we use artificial intelligence also as another layer of quality assurance on our already existing very strong quality assurance processes on our indexes. — Diana Tidd, Former Global Head of Index and Executive Committee Member, Analyst Day 2019", "attrs": null, "canon": { "kind": { "name": "Quote", "slug": "quote", "status": "active", "canonId": "019de52c-f8fb-751e-8bc6-d58e2d59562a", "version": 1, "description": "Pull quote or testimonial." }, "tool": { "name": "Authority citation", "slug": "authority-citation", "status": "active", "bestFor": null, "canonId": "019dd9e1-49ae-7557-89ad-3fca70469b45", "version": 1, "bodyDocId": null, "description": "Quoting an authority figure, study, or precedent to lend weight.", "familyLabel": null }, "subkind": null, "framework": null }, "subkind": null, "groupRole": null, "confidence": null, "extraction": { "at": "2026-04-22 23:23:18+00", "model": "unknown-legacy", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "019dd953-1ac4-74a6-be22-25f6fe94a6a2", "parentComponentId": null }, { "bbox": { "h": 0.02, "w": 0.5, "x": 0.02, "y": 0.97 }, "kind": "source-note", "text": "Sources: IBM, HSBC and EquBot Collaboration, MSCI Appoints Jana Haines Press Release", "attrs": { "numbered": true }, "canon": { "kind": { "name": "Source note", "slug": "source-note", "status": "active", "canonId": "23484952-494b-4a5e-b1ad-550d0d70e948", "version": 1, "description": "Attribution / source / caveat placed at the slide footer. 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"notes": "The slide uses a Q&A format to present qualitative evidence of business maturity and client friction.", "elementsJson": [ "headline_text", "callout_box", "comparison_table" ], "confidence": 1, "extraction": { "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "at": "2026-05-02 20:28:42.668+00", "seconds": 6.148, "promptVersion": "v2-canon-conditioned" } }, "links": { "slide": "/slides/019dd923-622c-750b-8b99-781d6376c0a8/36", "deck": "/decks/019dd923-622c-750b-8b99-781d6376c0a8", "deckAnchor": "/decks/019dd923-622c-750b-8b99-781d6376c0a8#slide-36", "deckJson": "/decks/019dd923-622c-750b-8b99-781d6376c0a8.json" }, "components": [ { "bbox": null, "kind": "callout", "text": "So I could hear and their challenges and obviously I am not an expert in that specific area, but they saturated the market pretty well and it was very, very hard to get really new customers.", "attrs": null, "canon": { "kind": { "name": "Callout", "slug": "callout", "status": "active", "canonId": "019de52c-f8d3-761a-8953-7d37080de5e2", "version": 1, "description": "Highlighted callout box." }, "tool": { "name": "Visual emphasis", "slug": "visual-emphasis", "status": "active", "bestFor": null, "canonId": "019dd9e1-474b-736b-a8eb-a794dd88241c", "version": 1, "bodyDocId": null, "description": "Drawing the eye to one element above the rest of the slide.", "familyLabel": null }, "subkind": null, "framework": null }, "subkind": null, "groupRole": null, "confidence": null, "extraction": { "at": "2026-04-22 23:23:20+00", "model": "unknown-legacy", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "019dd953-1ac4-74a6-be23-15be8dbc9e46", "parentComponentId": null }, { "bbox": { "h": 0.08, "w": 0.96, "x": 0.02, "y": 0.17 }, "kind": "paragraph", "text": "Spruce Point asked a former employee who worked on the ESG side of the business, their impression of what is happening on the index side. MSCI sells ESG indices, so the former employee provided some insights from their interaction with the people from MSCI's Index segment.", "attrs": null, "canon": { "kind": { "name": "Paragraph", "slug": "paragraph", "status": "active", "canonId": "5f2affc0-941d-4d07-959d-4bfc1930cea4", "version": 1, "description": "Single prose block in the body of a slide." }, "tool": null, "subkind": { "name": "Paragraph", "slug": "paragraph", "status": "active", "canonId": "019de52c-fb80-75af-aa5c-a7a4bfac2433", "version": 1, "description": null }, "framework": null }, "subkind": "paragraph", "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 20:28:42.668+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "35d62004-8453-4367-ad56-c0f8286d862b", "parentComponentId": null }, { "bbox": null, "kind": "quote", "text": "Absolutely. So they've at some point invented the asset-based fees coming in business. I don't know they invented it or basically acquired this idea. And it helped tremendously growth in the index business because this is lumped into the index business and as the market grows, which typically the case, obviously it just gets integrated into the spy. On the index side, I worked very closely with, well was on the same floor both in New York and San Francisco with my index colleagues. So I could hear and their challenges and obviously I am not an expert in that specific area, but they saturated the market pretty well and it was very, very hard to get really new customers. A lot of work that's been done on that side was on raising fees and as you can imagine, it's not a very pleasant conversation with all of the clients. — Former MSCI Employee", "attrs": null, "canon": { "kind": { "name": "Quote", "slug": "quote", "status": "active", "canonId": "019de52c-f8fb-751e-8bc6-d58e2d59562a", "version": 1, "description": "Pull quote or testimonial." }, "tool": { "name": "Authority citation", "slug": "authority-citation", "status": "active", "bestFor": null, "canonId": "019dd9e1-49ae-7557-89ad-3fca70469b45", "version": 1, "bodyDocId": null, "description": "Quoting an authority figure, study, or precedent to lend weight.", "familyLabel": null }, "subkind": null, "framework": null }, "subkind": null, "groupRole": null, "confidence": null, "extraction": { "at": "2026-04-22 23:23:20+00", "model": "unknown-legacy", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "019dd953-1ac4-74a6-be23-1b77f0fd612a", "parentComponentId": null }, { "bbox": { "h": 0.02, "w": 0.2, "x": 0.02, "y": 0.97 }, "kind": "source-note", "text": "Source: Spruce Point Research Interview", "attrs": null, "canon": { "kind": { "name": "Source note", "slug": "source-note", "status": "active", "canonId": "23484952-494b-4a5e-b1ad-550d0d70e948", "version": 1, "description": "Attribution / source / caveat placed at the slide footer. 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EBITDA Margins have increased 720bps from Sept 2022 – 2023 with headcount having grown from under 1,000 to approximately 1,300 according to the Head of ESG. While Retention Rate declines and revenue growth slows, we expect margins to contract.", "attrs": null, "canon": { "kind": { "name": "Callout", "slug": "callout", "status": "active", "canonId": "019de52c-f8d3-761a-8953-7d37080de5e2", "version": 1, "description": "Highlighted callout box." }, "tool": null, "subkind": { "name": "Primary callout", "slug": "primary", "status": "active", "canonId": "019de52c-fbd1-70eb-a9ce-8997f8674c1d", "version": 1, "description": null }, "framework": null }, "subkind": "primary", "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 20:28:42.016+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "a98a4cdd-88cf-4624-8edb-15c4a4a8b510", "parentComponentId": null }, { "bbox": { "h": 0.08, "w": 0.08, "x": 0.22, "y": 0.59 }, "kind": "metric", "text": "1,200+", "attrs": null, "canon": { "kind": { "name": "Metric", "slug": "metric", "status": "active", "canonId": "019de52c-f923-73bf-8081-d0b1a8c5264d", "version": 1, "description": "Big-number or KPI value." }, "tool": null, "subkind": { "name": "Big number", "slug": "big-number", "status": "active", "canonId": "019de52c-fc70-70c8-b965-0584548a9204", "version": 1, "description": null }, "framework": null }, "subkind": "big-number", "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 20:28:42.016+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "59a84907-c999-46fc-8289-9651ccacec35", "parentComponentId": null }, { "bbox": { "h": 0.08, "w": 0.08, "x": 0.6, "y": 0.59 }, "kind": "metric", "text": "Leading Technology", "attrs": null, "canon": { "kind": { "name": "Metric", "slug": "metric", "status": "active", "canonId": "019de52c-f923-73bf-8081-d0b1a8c5264d", "version": 1, "description": "Big-number or KPI value." }, "tool": null, "subkind": { "name": "Big number", "slug": "big-number", "status": "active", "canonId": "019de52c-fc70-70c8-b965-0584548a9204", "version": 1, "description": null }, "framework": null }, "subkind": "big-number", "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 20:28:42.016+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "d01f25d9-ed99-4d3f-97e6-4d29aa38a0dd", "parentComponentId": null }, { "bbox": null, "kind": "metric", "text": "headcount: 1,300", "attrs": null, "canon": { "kind": { "name": "Metric", "slug": "metric", "status": "active", "canonId": "019de52c-f923-73bf-8081-d0b1a8c5264d", "version": 1, "description": "Big-number or KPI value." }, "tool": { "name": "Quantification", "slug": "quantification", "status": "active", "bestFor": null, "canonId": "019dd9e1-47ab-72ce-a079-aab1f5299e88", "version": 1, "bodyDocId": null, "description": "Translating a claim into numbers, charts, or tables.", "familyLabel": null }, "subkind": null, "framework": null }, "subkind": "primary", "groupRole": null, "confidence": null, "extraction": { "at": "2026-04-22 23:23:21+00", "model": "unknown-legacy", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "019dd953-1ac4-74a6-be23-b80b6b796b29", "parentComponentId": null }, { "bbox": { "h": 0.15, "w": 0.79, "x": 0.2, "y": 0.75 }, "kind": "quote", "text": "Yes. So we-- I think when I joined in, again, around 2012, we were probably 100 people in the industry. And now we are over 1,000 something like 1,300 people, when you look at both people that are 100% focused on ESG and Climate and then everything that comes around it, like the technology in support of everything. So we're well over 1,000 people. So that's just like our revenues have grown times 10, the resources on people have grown.", "attrs": null, "canon": { "kind": { "name": "Quote", "slug": "quote", "status": "active", "canonId": "019de52c-f8fb-751e-8bc6-d58e2d59562a", "version": 1, "description": "Pull quote or testimonial." }, "tool": null, "subkind": { "name": "Pull quote", "slug": "pull-quote", "status": "active", "canonId": "019de52c-fbf9-76fe-97e1-a0b7540445c9", "version": 1, "description": null }, "framework": null }, "subkind": "pull-quote", "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 20:28:42.016+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "5d20c37c-0264-4bba-9053-d5c37ed98599", "parentComponentId": null }, { "bbox": { "h": 0.22, "w": 0.79, "x": 0.2, "y": 0.33 }, "kind": "quote", "text": "Yes. I mean -- and if I think back on the 11 years ago, when I joined, it was probably about 100 people, I think, at that time. We have both direct head count that is exclusively dedicated to ESG and Climate, and then we have shared services. Like I think even Andy, we get a portion of it your allocation. And it's not 100 to -- it's less than 1,000, but it's getting up near that area in terms of both direct and allocated because the -- it's growing in both technology resources, in data collection resources and in client-facing and product resources. So it's -- we've been growing commensurately in investing for this wave of -- at the end of the day, providing deeper insight and investment decision support tools around these ESG and Climate and now regulatory risk that clients are facing.", "attrs": null, "canon": { "kind": { "name": "Quote", "slug": "quote", "status": "active", "canonId": "019de52c-f8fb-751e-8bc6-d58e2d59562a", "version": 1, "description": "Pull quote or testimonial." }, "tool": null, "subkind": { "name": "Pull quote", "slug": "pull-quote", "status": "active", "canonId": "019de52c-fbf9-76fe-97e1-a0b7540445c9", "version": 1, "description": null }, "framework": null }, "subkind": "pull-quote", "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 20:28:42.016+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "79b95d8c-477a-418a-b6d2-a3f9720fd0a8", "parentComponentId": null }, { "bbox": null, "kind": "quote", "text": "And it's not 100 to -- it's less than 1,000, but it's getting up near that area in terms of both direct and allocated because the -- it's growing in both technology resources, in data collection resources and in client-facing and product resources. — Eric Moan, Head of ESG, Barclays Conf Sept 12, 2022. 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Additionally, we believe its mid-to-high teens revenue growth has accelerated over the last two years - despite the pandemic and challenges facing the CRE industry\" — Barclays Capital, Aug 2, 2021; \"We have a strong conviction in our ability to create incremental value from this combination and are raising our long-term target for real state revenue growth to the high-teens from the mid-teens percentage range.\" — RCA Deal Call, Aug 2, 2021", "attrs": null, "canon": { "kind": { "name": "Quote", "slug": "quote", "status": "active", "canonId": "019de52c-f8fb-751e-8bc6-d58e2d59562a", "version": 1, "description": "Pull quote or testimonial." }, "tool": { "name": "Authority citation", "slug": "authority-citation", "status": "active", "bestFor": null, "canonId": "019dd9e1-49ae-7557-89ad-3fca70469b45", "version": 1, "bodyDocId": null, "description": "Quoting an authority figure, study, or precedent to lend weight.", "familyLabel": null }, "subkind": null, "framework": null }, "subkind": null, "groupRole": null, "confidence": null, "extraction": { "at": "2026-04-22 23:23:23+00", "model": "unknown-legacy", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "019dd953-1ac4-74a6-be25-a977633fd65f", "parentComponentId": null }, { "bbox": { "h": 0.04, "w": 0.6, "x": 0.02, "y": 0.67 }, "kind": "source-note", "text": "Source: MSCI SEC filings and investor presentations. 1) Estimated quarterly revenue grossed-up based on $3.4m of disclosed RCA revenue from 9/13/21 – 9/30/21 or ~20% of the quarter", "attrs": null, "canon": { "kind": { "name": "Source note", "slug": "source-note", "status": "active", "canonId": "23484952-494b-4a5e-b1ad-550d0d70e948", "version": 1, "description": "Attribution / source / caveat placed at the slide footer. 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Spruce Point observes that MSCI recently changed its goodwill testing discussion to first insert a qualitative test before a quantitative approach. It struck out language referencing that the fair value “substantially exceeded” the carrying values.", "attrs": null, "canon": { "kind": { "name": "Callout", "slug": "callout", "status": "active", "canonId": "019de52c-f8d3-761a-8953-7d37080de5e2", "version": 1, "description": "Highlighted callout box." }, "tool": null, "subkind": { "name": "Primary callout", "slug": "primary", "status": "active", "canonId": "019de52c-fbd1-70eb-a9ce-8997f8674c1d", "version": 1, "description": null }, "framework": null }, "subkind": "primary", "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 20:28:45.524+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "3ff25159-63cf-4143-aae2-9c07a3b11916", "parentComponentId": null }, { "bbox": { "h": 0.08, "w": 0.3, "x": 0.52, "y": 0.89 }, "kind": "callout", "text": "“Not more likely than not” Is this good English or confusing?", "attrs": null, "canon": { "kind": { "name": "Callout", "slug": "callout", "status": "active", "canonId": "019de52c-f8d3-761a-8953-7d37080de5e2", "version": 1, "description": "Highlighted callout box." }, "tool": null, "subkind": { "name": "Primary callout", "slug": "primary", "status": "active", "canonId": "019de52c-fbd1-70eb-a9ce-8997f8674c1d", "version": 1, "description": null }, "framework": null }, "subkind": "primary", "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 20:28:45.524+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "4f9a6c6a-6412-49ac-91a8-e59626d262a5", "parentComponentId": null }, { "bbox": { "h": 0.08, "w": 0.3, "x": 0.18, "y": 0.89 }, "kind": "callout", "text": "Warning: Removed the word “Substantially Exceeded”", "attrs": null, "canon": { "kind": { "name": "Callout", "slug": "callout", "status": "active", "canonId": "019de52c-f8d3-761a-8953-7d37080de5e2", "version": 1, "description": "Highlighted callout box." }, "tool": null, "subkind": { "name": "Primary callout", "slug": "primary", "status": "active", "canonId": "019de52c-fbd1-70eb-a9ce-8997f8674c1d", "version": 1, "description": null }, "framework": null }, "subkind": "primary", "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 20:28:45.524+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "bdf5e0e7-ebbd-42ce-8adf-b77dc8d9e255", "parentComponentId": null }, { "bbox": null, "kind": "callout", "text": "Spruce Point observes that MSCI recently changed its goodwill testing discussion to first insert a qualitative test before a quantitative approach. It struck out language referencing that the fair value “substantially exceeded” the carrying values.", "attrs": null, "canon": { "kind": { "name": "Callout", "slug": "callout", "status": "active", "canonId": "019de52c-f8d3-761a-8953-7d37080de5e2", "version": 1, "description": "Highlighted callout box." }, "tool": { "name": "Visual emphasis", "slug": "visual-emphasis", "status": "active", "bestFor": null, "canonId": "019dd9e1-474b-736b-a8eb-a794dd88241c", "version": 1, "bodyDocId": null, "description": "Drawing the eye to one element above the rest of the slide.", "familyLabel": null }, "subkind": null, "framework": null }, "subkind": null, "groupRole": null, "confidence": null, "extraction": { "at": "2026-04-22 23:23:24+00", "model": "unknown-legacy", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "019dd953-1ac4-74a6-be26-1f1fd1ec68f8", "parentComponentId": null }, { "bbox": { "h": 0.5, "w": 0.9, "x": 0.05, "y": 0.35 }, "kind": "paragraph", "text": "Goodwill is recorded as a result of business combinations undertaken by the Company when the purchase price exceeds the fair value of the net tangible assets and separately identifiable intangible assets acquired. The Company testsWe test goodwill for impairment on an annual basis on July 1st and on an interim basis when certain events and circumstances exist. The test for impairment is performed at the reporting unit level. InWhen testing goodwill for impairment, the company usedwe first assess qualitative factors to determine whether it is necessary to perform the quantitative goodwill impairment test; however, on a periodic basis, we may elect to bypass the qualitative assessment and proceed directly to the quantitative test. When performing the quantitative test for impairment, we use the income approach to estimate the fair value of each reporting unit. Under the income approach, we estimate the fair value of each reporting unit based on the present value of estimated future cash flows. Estimating discounted future cash flows requires significant management judgment including in estimating forecasted future cash flows and determining both discount rates and terminal growth rates. Forecasted future cash flows are estimated based on a combination of historical experience and assumptions regarding the future growth and profitability of each reporting unit and terminal growth rates are selected based on consideration of growth rates used during the reporting unit's forecast period in combination with economic conditions. These assumptions require management's judgment and changes to these estimates or assumptions could materially affect the determination of the reporting unit's fair value. Any impairment is measured as the difference between the carrying amount and its fair value. Based on our quantitative assessment as of July 1, 2021, we determined that the estimated qualitative assessment for 2022, we determined that it was not more likely than not that the fair value of the Company'scompany's reporting units substantially exceededis less than their respective carrying values, sovalues and no impairment of goodwill wasimpairments were recorded.", "attrs": null, "canon": { "kind": { "name": "Paragraph", "slug": "paragraph", "status": "active", "canonId": "5f2affc0-941d-4d07-959d-4bfc1930cea4", "version": 1, "description": "Single prose block in the body of a slide." }, "tool": null, "subkind": { "name": "Paragraph", "slug": "paragraph", "status": "active", "canonId": "019de52c-fb80-75af-aa5c-a7a4bfac2433", "version": 1, "description": null }, "framework": null }, "subkind": "paragraph", "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 20:28:45.524+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "7f7232c6-6926-4c7b-99d1-75245b9d53b6", "parentComponentId": null }, { "bbox": { "h": 0.04, "w": 0.9, "x": 0.05, "y": 0.29 }, "kind": "paragraph", "text": "Goodwill Discussion Track Changes: 2021 vs. 2022", "attrs": null, "canon": { "kind": { "name": "Paragraph", "slug": "paragraph", "status": "active", "canonId": "5f2affc0-941d-4d07-959d-4bfc1930cea4", "version": 1, "description": "Single prose block in the body of a slide." }, "tool": null, "subkind": { "name": "Paragraph", "slug": "paragraph", "status": "active", "canonId": "019de52c-fb80-75af-aa5c-a7a4bfac2433", "version": 1, "description": null }, "framework": null }, "subkind": "paragraph", "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 20:28:45.524+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "a3dbc6bd-7903-4c5f-b18a-f154f3143496", "parentComponentId": null }, { "bbox": { "h": 0.03, "w": 0.15, "x": 0.02, "y": 0.96 }, "kind": "source-note", "text": "Source: 2021 vs. 2022 10-K", "attrs": null, "canon": { "kind": { "name": "Source note", "slug": "source-note", "status": "active", "canonId": "23484952-494b-4a5e-b1ad-550d0d70e948", "version": 1, "description": "Attribution / source / caveat placed at the slide footer. 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Together with the benefits we bring to the business, we're projecting 20% top-line growth in the near term and gradually expanding margins. 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The Company is applying a policy election to recognize its share of Burgiss' earnings on a three-month lag...\"", "attrs": null, "canon": { "kind": { "name": "Paragraph", "slug": "paragraph", "status": "active", "canonId": "5f2affc0-941d-4d07-959d-4bfc1930cea4", "version": 1, "description": "Single prose block in the body of a slide." }, "tool": null, "subkind": { "name": "Paragraph", "slug": "paragraph", "status": "active", "canonId": "019de52c-fb80-75af-aa5c-a7a4bfac2433", "version": 1, "description": null }, "framework": null }, "subkind": "paragraph", "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 20:28:45.824+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "d7009f49-6ecf-4916-a2a8-a71ee2bb3719", "parentComponentId": null }, { "bbox": null, "kind": "quote", "text": "In January 2020, MSCI entered into a strategic relationship with Burgiss, a global provider of investment decision support tools for private capital. The Company acquired a 40% non-controlling interest for $190.8 million, including capitalized costs, which is accounted for as an equity method investment with the Company's share of Burgiss' earnings being recognized in \"Other expense (income), net\" in the Condensed Consolidated Statements of Income. The Company is applying a policy election to recognize its share of Burgiss' earnings on a three-month lag. Accordingly, the Company has not recognized any earnings or amortization related to its investment in Burgiss in the three months ended March 31, 2020. 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"Spruce Point believes that a major and growing risk is that as MSCI expands, it is encroaching into more direct competition with BlackRock, which is its biggest customer. For example, the acquisition of Burgiss puts MSCI in direct competition with eFront, a company owned and promoted by BlackRock. This fact was not discussed on the Burgiss conference call, but rather came to light three months later during an investor conference.", "attrs": null, "canon": { "kind": { "name": "Callout", "slug": "callout", "status": "active", "canonId": "019de52c-f8d3-761a-8953-7d37080de5e2", "version": 1, "description": "Highlighted callout box." }, "tool": null, "subkind": { "name": "Primary callout", "slug": "primary", "status": "active", "canonId": "019de52c-fbd1-70eb-a9ce-8997f8674c1d", "version": 1, "description": null }, "framework": null }, "subkind": "primary", "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 20:28:45.956+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "32b5490f-2a5a-4961-96fa-e73dbc000acd", "parentComponentId": null }, { "bbox": null, "kind": "callout", "text": "Spruce Point believes that a major and growing risk is that as MSCI expands, it is encroaching into more direct competition with BlackRock, which is its biggest customer.", "attrs": null, "canon": { "kind": { "name": "Callout", "slug": "callout", "status": "active", "canonId": "019de52c-f8d3-761a-8953-7d37080de5e2", "version": 1, "description": "Highlighted callout box." }, "tool": { "name": "Visual emphasis", "slug": "visual-emphasis", "status": "active", "bestFor": null, "canonId": "019dd9e1-474b-736b-a8eb-a794dd88241c", "version": 1, "bodyDocId": null, "description": "Drawing the eye to one element above the rest of the slide.", "familyLabel": null }, "subkind": null, "framework": null }, "subkind": null, "groupRole": null, "confidence": null, "extraction": { "at": "2026-04-23 01:18:10+00", "model": "unknown-legacy", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "019dd953-64d3-706e-a462-f22aba8f0c9d", "parentComponentId": null }, { "bbox": null, "kind": "quote", "text": "Now in terms of the competitive environment, I still think this is a quite fragmented environment. There's clearly elements of what a number of -- there's a number of names that typically pop up. eFront which is owned by BlackRock, Preqin, PitchBook, others, but they're all -- and then there's a number of smaller firms that do different workflow. They're all in really quite different parts of the business providing quite different solutions. 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null, "evidence": "The document anticipates and counters potential rebuttals to its arguments.", "position": 2, "isPrimaryArc": true, "parentBeatType": null, "alignedBlockIds": null, "matchConfidence": 0.8 } ], "loops": [ { "to": 123, "from": 1, "loop": { "name": "27_cost_of_inaction", "slug": "27-cost-of-inaction", "status": "active", "bestFor": "Urgent budget requests, compliance, risk mitigation", "canonId": "019dd956-70d1-7395-a15b-857ba858b394", "version": 1, "bodyDocId": "019df22a-2420-77be-bc41-ded96d08cb21", "structure": "The Status Quo -> The Hidden Costs Accumulating -> The Future State of Inaction -> The Tipping Point", "description": "Quantify what happens if the audience does nothing", "familyLabel": null }, "matchId": "96af0651-6de6-4b30-ba3b-77cee8001437", "evidence": "The loop is implicit, as the document builds a case for selling MSCI shares.", "position": 0, "objective": "Highlight the cost of inaction for investors not selling MSCI shares", "confidence": 0.7, 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"notes": "Uses Wayback Machine screenshots as primary evidence to highlight the '1,000 clients' claim consistency.", "elementsJson": [ "headline_text", "callout_box", "screenshot", "footnote" ], "confidence": 1, "extraction": { "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "at": "2026-05-02 20:28:46.607+00", "seconds": 3.698, "promptVersion": "v2-canon-conditioned" } }, "links": { "slide": "/slides/019dd923-622c-750b-8b99-781d6376c0a8/84", "deck": "/decks/019dd923-622c-750b-8b99-781d6376c0a8", "deckAnchor": "/decks/019dd923-622c-750b-8b99-781d6376c0a8#slide-84", "deckJson": "/decks/019dd923-622c-750b-8b99-781d6376c0a8.json" }, "components": [ { "bbox": null, "kind": "callout", "text": "Using the Wayback Machine, we find troubles with key performance indicators reported by Burgiss. 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2021", "attrs": null, "canon": { "kind": { "name": "Image", "slug": "image", "status": "active", "canonId": "019de52c-f978-701f-a720-51d029d769e7", "version": 1, "description": "Photo, illustration, screenshot or icon." }, "tool": null, "subkind": { "name": "Screenshot", "slug": "screenshot", "status": "active", "canonId": "019de52c-fd87-7509-8391-3d79fb339379", "version": 1, "description": null }, "framework": null }, "subkind": "screenshot", "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 20:28:46.607+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "1ed7b016-15bd-4b8c-bf33-3a9035ca0cbf", "parentComponentId": null }, { "bbox": { "h": 0.28, "w": 0.32, "x": 0.34, "y": 0.61 }, "kind": "image", "text": "Client Count: 2023", "attrs": null, "canon": { "kind": { "name": "Image", "slug": "image", "status": "active", "canonId": "019de52c-f978-701f-a720-51d029d769e7", "version": 1, 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"019de52c-fd87-7509-8391-3d79fb339379", "version": 1, "description": null }, "framework": null }, "subkind": "screenshot", "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 20:28:46.607+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "d4ce19b6-f5f8-4df1-bfd9-67658e8672e6", "parentComponentId": null }, { "bbox": { "h": 0.28, "w": 0.32, "x": 0.02, "y": 0.31 }, "kind": "image", "text": "Client Count: 2019", "attrs": null, "canon": { "kind": { "name": "Image", "slug": "image", "status": "active", "canonId": "019de52c-f978-701f-a720-51d029d769e7", "version": 1, "description": "Photo, illustration, screenshot or icon." }, "tool": null, "subkind": { "name": "Screenshot", "slug": "screenshot", "status": "active", "canonId": "019de52c-fd87-7509-8391-3d79fb339379", "version": 1, "description": null }, "framework": null }, "subkind": "screenshot", "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 20:28:46.607+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "f152656b-022d-4083-bd7d-bbda3cc334c0", "parentComponentId": null }, { "bbox": null, "kind": "metric", "text": "client count: 1,000", "attrs": null, "canon": { "kind": { "name": "Metric", "slug": "metric", "status": "active", "canonId": "019de52c-f923-73bf-8081-d0b1a8c5264d", "version": 1, "description": "Big-number or KPI value." }, "tool": { "name": "Quantification", "slug": "quantification", "status": "active", "bestFor": null, "canonId": "019dd9e1-47ab-72ce-a079-aab1f5299e88", "version": 1, "bodyDocId": null, "description": "Translating a claim into numbers, charts, or tables.", "familyLabel": null }, "subkind": null, "framework": null }, "subkind": "primary", "groupRole": null, "confidence": null, "extraction": { "at": "2026-04-22 23:23:24+00", "model": "unknown-legacy", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "019dd953-1ac4-74a6-be26-5cebefbae596", "parentComponentId": null }, { "bbox": { "h": 0.08, "w": 0.96, "x": 0.02, "y": 0.17 }, "kind": "paragraph", "text": "Using the Wayback Machine, we find troubles with key performance indicators reported by Burgiss. Burgiss consistently referenced serving over 1,000 clients since 2019. However, now MSCI says it has approximately 1,000 clients. This suggests that the Company's client count has been stagnant to potentially down over four years.", "attrs": null, "canon": { "kind": { "name": "Paragraph", "slug": "paragraph", "status": "active", "canonId": "5f2affc0-941d-4d07-959d-4bfc1930cea4", "version": 1, "description": "Single prose block in the body of a slide." }, "tool": null, "subkind": { "name": "Paragraph", "slug": "paragraph", "status": "active", "canonId": "019de52c-fb80-75af-aa5c-a7a4bfac2433", "version": 1, "description": null }, "framework": null }, "subkind": "paragraph", "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 20:28:46.607+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "9ecd9dfe-4b7f-4643-b9a3-09a59c67643e", "parentComponentId": null }, { "bbox": { "h": 0.2, "w": 0.32, "x": 0.67, "y": 0.65 }, "kind": "paragraph", "text": "Burgiss' roughly 1,000 clients will be a tremendous addition to MSCI's extensive list of clients across endowments and foundations, pensions, insurance, family offices, and other private asset investors.", "attrs": null, "canon": { "kind": { "name": "Paragraph", "slug": "paragraph", "status": "active", "canonId": "5f2affc0-941d-4d07-959d-4bfc1930cea4", "version": 1, "description": "Single prose block in the body of a slide." }, "tool": null, "subkind": { "name": "Paragraph", "slug": "paragraph", "status": "active", "canonId": "019de52c-fb80-75af-aa5c-a7a4bfac2433", "version": 1, "description": null }, "framework": null }, "subkind": "paragraph", "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 20:28:46.607+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "ee8d6bc3-6612-46d8-9a7d-c25c8fc712ba", "parentComponentId": null }, { "bbox": null, "kind": "quote", "text": "Burgiss' roughly 1,000 clients will be a tremendous addition to MSCI's extensive list of clients across endowments and foundations, pensions, insurance, family offices, and other private asset investors. — MSCI Conference Call to Discuss Burgiss Acquisition", "attrs": null, "canon": { "kind": { "name": "Quote", "slug": "quote", "status": "active", "canonId": "019de52c-f8fb-751e-8bc6-d58e2d59562a", "version": 1, "description": "Pull quote or testimonial." }, "tool": { "name": "Authority citation", "slug": "authority-citation", "status": "active", "bestFor": null, "canonId": "019dd9e1-49ae-7557-89ad-3fca70469b45", "version": 1, "bodyDocId": null, "description": "Quoting an authority figure, study, or precedent to lend weight.", "familyLabel": null }, "subkind": null, "framework": null }, "subkind": null, "groupRole": null, "confidence": null, "extraction": { "at": "2026-04-22 23:23:24+00", "model": "unknown-legacy", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "019dd953-1ac4-74a6-be26-5902c4fed6a7", "parentComponentId": null }, { "bbox": { "h": 0.03, "w": 0.82, "x": 0.02, "y": 0.96 }, "kind": "source-note", "text": "Sources: Client Count 2019, Client Count 2021, Client Count 2022, Client Count 2023 and MSCI Conference Call to Discuss Burgiss Acquisition", "attrs": null, "canon": { "kind": { "name": "Source note", "slug": "source-note", "status": "active", "canonId": "23484952-494b-4a5e-b1ad-550d0d70e948", "version": 1, "description": "Attribution / source / caveat placed at the slide footer. Numbered footnotes use attrs.numbered." }, "tool": null, "subkind": null, "framework": null }, "subkind": null, "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 20:28:46.607+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "9bbcdd27-8aad-4cb6-a158-a01a16b3d30d", "parentComponentId": null }, { "bbox": { "h": 0.08, "w": 0.63, "x": 0.34, "y": 0.03 }, "kind": "title", "text": "Evidence Suggests Burgiss Has Experienced Limited/No Client Growth", "attrs": null, "canon": { "kind": { "name": "Title", "slug": "title", "status": "active", "canonId": "019de52c-f7dd-76d9-b848-b1f12bd85cf4", "version": 1, "description": "Slide title or headline." }, "tool": null, "subkind": { "name": "Headline", "slug": "headline", "status": "active", "canonId": "019de52c-fae1-7463-9a7c-d60668eced0d", "version": 1, "description": null }, "framework": null }, "subkind": "headline", "groupRole": null, 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"objective": "Test the hypothesis that MSCI's financials and business are deteriorating", "confidence": 0.6, "extraction": { "at": "2026-07-16 22:00:50.15483+00", "model": "or:meta-llama/llama-4-scout", "runId": null, "seconds": null, "promptVersion": "doc-narrative-v1" } } ], "locked": true }, { "page": 85, "type": "setup", "function": "compare_peers", "rawType": "competitive_analysis", "block": null, "metadata": { "slideType": "competitive_analysis", "slideTypeCanon": { "name": "Competitive analysis", "slug": "competitive_analysis", "status": "active", "canonId": "019de52d-093e-776b-94c6-c1573f5f1a31", "version": 1, "description": null }, "function": "compare_peers", "functionCanon": { "name": "Compare peers", "slug": "compare_peers", "status": "active", "canonId": "019de52d-1453-72ba-a367-9ba3d34c1630", "version": 1, "description": null }, "density": "sparse", "densityScore": 24, "componentCount": 5, "textChars": 455, "nDataPoints": 0, "notes": null, "elementsJson": [ 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MSCI is adjusted for cash paid for Burgiss (completed Oct 2023)", "attrs": null, "canon": { "kind": { "name": "Source note", "slug": "source-note", "status": "active", "canonId": "23484952-494b-4a5e-b1ad-550d0d70e948", "version": 1, "description": "Attribution / source / caveat placed at the slide footer. 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audience does nothing", "familyLabel": null }, "matchId": "96af0651-6de6-4b30-ba3b-77cee8001437", "evidence": "The loop is implicit, as the document builds a case for selling MSCI shares.", "position": 0, "objective": "Highlight the cost of inaction for investors not selling MSCI shares", "confidence": 0.7, "extraction": { "at": "2026-07-16 22:00:50.070166+00", "model": "or:meta-llama/llama-4-scout", "runId": null, "seconds": null, "promptVersion": "doc-narrative-v1" } } ], "locked": true }, { "page": 121, "type": "analysis", "title": "The chart uses a red bar to emphasize the 'Pro Forma' leverage level.", "function": "diagnose_problem", "rawType": "thesis_headline", "block": null, "metadata": { "slideType": "thesis_headline", "slideTypeCanon": { "name": "Thesis headline", "slug": "thesis_headline", "status": "active", "canonId": "019de52d-073a-70cb-b9f6-772a597bb5af", "version": 1, "description": null }, "function": "diagnose_problem", "functionCanon": { "name": "Diagnose problem", 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keeps rising and is at a decade high which significantly increases the risk to equity holders. At the current time, we believe it is a recipe for disaster that leverage is rising while client Retention Rate falls and competitive risks increase.", "attrs": null, "canon": { "kind": { "name": "Callout", "slug": "callout", "status": "active", "canonId": "019de52c-f8d3-761a-8953-7d37080de5e2", "version": 1, "description": "Highlighted callout box." }, "tool": null, "subkind": { "name": "Primary callout", "slug": "primary", "status": "active", "canonId": "019de52c-fbd1-70eb-a9ce-8997f8674c1d", "version": 1, "description": null }, "framework": null }, "subkind": "primary", "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 20:28:54.877+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "2dbf0102-b4ad-462d-95f6-9479b9897ad1", "parentComponentId": null }, { "bbox": { "h": 0.55, "w": 0.75, "x": 0.12, "y": 0.33 }, "kind": "chart", "text": "MSCI's Net Debt / EBITDA", "attrs": null, "canon": { "kind": { "name": "Chart", "slug": "chart", "status": "active", "canonId": "019de52c-f9a0-76ef-adc6-0b859109d1f8", "version": 1, "description": "Quantitative chart." }, "tool": null, "subkind": { "name": "Vertical bar chart", "slug": "bar-vertical", "status": "active", "canonId": "019de52c-fe9d-70f2-b3b7-a9ae294f5917", "version": 1, "description": null }, "framework": null }, "subkind": "bar-vertical", "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 20:28:54.877+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "1133edf7-5aa5-47fb-a1e5-f6ec4fa43484", "parentComponentId": null }, { "bbox": null, "kind": "metric", "text": "Net Debt / EBITDA: 3.0x", "attrs": null, "canon": { "kind": { "name": "Metric", "slug": "metric", "status": "active", "canonId": "019de52c-f923-73bf-8081-d0b1a8c5264d", "version": 1, "description": "Big-number or KPI value." }, "tool": { "name": "Quantification", "slug": "quantification", "status": "active", "bestFor": null, "canonId": "019dd9e1-47ab-72ce-a079-aab1f5299e88", "version": 1, "bodyDocId": null, "description": "Translating a claim into numbers, charts, or tables.", "familyLabel": null }, "subkind": null, "framework": null }, "subkind": "primary", "groupRole": null, "confidence": null, "extraction": { "at": "2026-04-22 23:23:28+00", "model": "unknown-legacy", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "019dd953-1ac4-74a6-be29-13c75c8338f9", "parentComponentId": null }, { "bbox": { "h": 0.03, "w": 0.65, "x": 0.02, "y": 0.96 }, "kind": "source-note", "text": "Source: Company financials, Bloomberg and Spruce Point analysis. Pro Forma EBITDA assumes $13.5 million Burgiss contribution.", "attrs": null, "canon": { "kind": { "name": "Source note", "slug": "source-note", "status": "active", "canonId": "23484952-494b-4a5e-b1ad-550d0d70e948", "version": 1, "description": "Attribution / source / caveat placed at the slide footer. 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null, "extraction": { "at": "2026-05-02 20:28:54.877+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "58c7fbb8-3f61-4129-8ac3-a9704ede1ade", "parentComponentId": null } ], "metrics": [], "tools": [], "frameworks": [], "arcBeats": [ { "to": 123, "arc": { "name": "Overcoming the Monster", "slug": "overcoming-monster", "status": "active", "bestFor": "Competitive positioning, rallying teams", "canonId": "019dd956-6339-76ac-9cbf-4b377c3aa89e", "version": 1, "bodyDocId": "019df22a-2356-73eb-8061-d8c81dc0aa49", "structure": "The Monster -> The Call -> The Struggle -> The Victory -> The New Order", "description": null, "familyLabel": null }, "from": 8, "name": "Expose Contradiction", "beatId": "d662b123-aabd-40a9-9b1e-07f3af79864c", "matchId": "3a57c371-ca41-4e69-98f3-73afca67ba66", "beatType": null, "evidence": "Most slides aim to reveal contradictions or issues with MSCI's reporting, strategy, or 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[ "headline_text", "callout_box", "valuation_table", "bullet_list", "footnote" ], "confidence": 1, "extraction": { "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "at": "2026-05-02 20:28:50.506+00", "seconds": 2.994, "promptVersion": "v2-canon-conditioned" } }, "links": { "slide": "/slides/019dd923-622c-750b-8b99-781d6376c0a8/122", "deck": "/decks/019dd923-622c-750b-8b99-781d6376c0a8", "deckAnchor": "/decks/019dd923-622c-750b-8b99-781d6376c0a8#slide-122", "deckJson": "/decks/019dd923-622c-750b-8b99-781d6376c0a8.json" }, "components": [ { "bbox": null, "kind": "callout", "text": "Spruce Point believes there is significant downside risk to MSCI’s share price as its premium multiple is reconsidered by institutional investors in the face of intensifying competition, moderating cash flow and dividend growth, and lower earnings quality.", "attrs": null, "canon": { "kind": { "name": "Callout", "slug": "callout", "status": "active", "canonId": 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Share Price: $177.98", "attrs": null, "canon": { "kind": { "name": "Metric", "slug": "metric", "status": "active", "canonId": "019de52c-f923-73bf-8081-d0b1a8c5264d", "version": 1, "description": "Big-number or KPI value." }, "tool": { "name": "Quantification", "slug": "quantification", "status": "active", "bestFor": null, "canonId": "019dd9e1-47ab-72ce-a079-aab1f5299e88", "version": 1, "bodyDocId": null, "description": "Translating a claim into numbers, charts, or tables.", "familyLabel": null }, "subkind": null, "framework": null }, "subkind": "primary", "groupRole": null, "confidence": null, "extraction": { "at": "2026-04-22 23:23:30+00", "model": "unknown-legacy", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "019dd953-1ac4-74a6-be2a-be8b1beb5207", "parentComponentId": null }, { "bbox": { "h": 0.09, "w": 0.96, "x": 0.02, "y": 0.16 }, "kind": "paragraph", "text": "Spruce Point believes there is significant downside risk to MSCI's share price as its premium multiple is reconsidered by institutional investors in the face of intensifying competition, moderating cash flow and dividend growth, and lower earnings quality. We believe MSCI's shares trade at an unwarranted premium to the sum-of-parts for its business segments and will underperform the S&P 500 and its own relevant index benchmarks over the next 12 months.", "attrs": null, "canon": { "kind": { "name": "Paragraph", "slug": "paragraph", "status": "active", "canonId": "5f2affc0-941d-4d07-959d-4bfc1930cea4", "version": 1, "description": "Single prose block in the body of a slide." }, "tool": null, "subkind": { "name": "Paragraph", "slug": "paragraph", "status": "active", "canonId": "019de52c-fb80-75af-aa5c-a7a4bfac2433", "version": 1, "description": null }, "framework": null }, "subkind": "paragraph", "groupRole": null, "confidence": null, "extraction": { "at": "2026-05-02 20:28:50.506+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "54c119d8-dae0-4f1d-9057-edb1a6e5bc50", "parentComponentId": null }, { "bbox": { "h": 0.02, "w": 0.4, "x": 0.02, "y": 0.97 }, "kind": "source-note", "text": "Source: Company financials, Spruce Point research, and market estimates", "attrs": null, "canon": { "kind": { "name": "Source note", "slug": "source-note", "status": "active", "canonId": "23484952-494b-4a5e-b1ad-550d0d70e948", "version": 1, "description": "Attribution / source / caveat placed at the slide footer. 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