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(1) The buried claim: action titles place the conclusion on the page before any analysis is read, so a busy reader doesn't reverse-engineer it from the chart. (2) The spineless deck: because each title is a claim, slides have to ladder up to the governing thought; logical gaps become visible as topic-shaped titles in a sequence that no longer reads as a story.", "antipattern": "Topic labels disguised as titles — Volume by quarter, Key findings, Pricing strategy, Margins have been impacted. No verb, or a passive verb with no agent, or a fact (Revenue grew 12%) without the so-what. 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Eventually, the sequencing discipline allows a company to move beyond the foundational use cases and roll out use cases that help differentiate it in the market.", "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 19:39:48.807+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "17ed2d3a-108c-4770-aa67-87e5cf5d424b", "parentComponentId": null }, { "bbox": { "h": 0.06, "w": 0.42, "x": 0.06, "y": 0.49 }, "kind": "paragraph", "text": "Defining a North Star typically takes only 60 to 90 days, and it is time well spent. The exercise greatly accelerates a data and digital transformation, letting a company realize its business goals sooner.", "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 19:39:48.807+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "2ebd3dc1-d9b3-495f-8c10-0a7ae7cf372f", "parentComponentId": null }, { "bbox": { "h": 0.09, "w": 0.42, "x": 0.52, "y": 0.48 }, "kind": "paragraph", "text": "A company then needs to sequence its foundational use cases on the basis of two considerations: what will generate value quickly and continually, and what is feasible from a data and architecture point of view. The real art of sequencing is in choosing the use cases—and the accompanying data and architecture upgrade initiatives—that will achieve early results fast while laying the groundwork to accelerate future use cases.", "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 19:39:48.807+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "84243559-3a6a-4b1e-9c23-7ab9559f8eea", "parentComponentId": null }, { "bbox": { "h": 0.06, "w": 0.42, "x": 0.52, "y": 0.3 }, "kind": "paragraph", "text": "Companies embarking on a data and digital transformation are, in effect, trying to compete in a whole new way. And to do so, they need to understand what’s required—the table stakes, so to speak—when rivals already enjoy a high level of data and architecture maturity.", "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 19:39:48.807+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "87e90932-2907-4531-9a7f-d43fae20c94a", "parentComponentId": null }, { "bbox": { "h": 0.04, "w": 0.42, "x": 0.52, "y": 0.65 }, "kind": "paragraph", "text": "To better understand how this process helps companies compete, let’s consider the three data elements of the North Star in the context of a clothing e-tailer.", "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 19:39:48.807+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "919c054d-675f-41f7-9d46-4d5e85722d64", "parentComponentId": null }, { "bbox": { "h": 0.1, "w": 0.42, "x": 0.06, "y": 0.76 }, "kind": "paragraph", "text": "One reason for falling short is that companies are often unclear about the value proposition of their data initiatives. Consequently, they take tentative, incremental steps, which slows their progress. Another reason is that they lack creative strategies for leveraging data modernization opportunities. Moreover, many companies suffer from a corporate culture that resists adopting data-driven decision making.", "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 19:39:48.807+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "9322decd-cac7-4998-8f7c-a34747a3d0ae", "parentComponentId": null }, { "bbox": { "h": 0.12, "w": 0.42, "x": 0.06, "y": 0.17 }, "kind": "paragraph", "text": "Many companies suffer slow, costly data and digital transformations that delay or even prevent their businesses from achieving their goals and capturing value. The reason is that very often, a company’s business and IT sides each pursue their own data and digital transformation in parallel, rather than coordinate the planning and sequencing of their initiatives.", "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 19:39:48.807+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "b5f7d415-89ca-44e5-92e4-35207af7f244", "parentComponentId": null }, { "bbox": { "h": 0.05, "w": 0.42, "x": 0.06, "y": 0.7 }, "kind": "paragraph", "text": "BCG's 2021 Data Capability Maturity Assessment (DACAMA), for which we surveyed more than 1,100 companies worldwide, showed that most companies fail to meet their data maturity goals.", "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 19:39:48.807+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "c2ea82e8-33b2-4cca-bc4e-d6bd80b9edfa", "parentComponentId": null }, { "bbox": { "h": 0.1, "w": 0.42, "x": 0.06, "y": 0.59 }, "kind": "paragraph", "text": "Key to swiftly achieving the goals of a data and digital transformation and unleashing its value—and an important reason for bringing the business and IT sides together—is explicitly matching the business strategy to the company’s data assets and architecture. Unfortunately, a major problem for many companies is that they lack vital data capabilities and are therefore constrained by a subpar understanding of their data.", "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 19:39:48.807+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "d5ed62c5-79c8-419c-9627-13a8a8908852", "parentComponentId": null }, { "bbox": { "h": 0.18, "w": 0.42, "x": 0.06, "y": 0.3 }, "kind": "paragraph", "text": "To remedy the disconnect, a company should have both sides take a step back from their transformation initiatives and jointly define a North Star. This exercise entails examining the organization’s broader digital ambitions as well as identifying what we call the data trinity: data use cases that are important to the business, the data assets that power the use cases, and the data and technology architecture that makes the data assets accessible. The exercise also calls for sequencing the use cases, as well as the data projects and architecture modernization initiatives necessary to implement them.", "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 19:39:48.807+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "da7a0942-8d5b-4ab1-8051-d5540dc8ac92", "parentComponentId": null }, { "bbox": { "h": 0.08, "w": 0.42, "x": 0.52, "y": 0.17 }, "kind": "paragraph", "text": "Defining a North Star is a way to remedy a low level of data maturity. (See Exhibit 1.) By continuously and iteratively identifying and prioritizing data use cases, mapping and organizing data assets, and selectively updating the architecture, a company matures its data capabilities, thereby accelerating its data and digital transformation.", "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 19:39:48.807+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "e882e320-31f1-4faa-b532-9d166621de40", "parentComponentId": null }, { "bbox": { "h": 0.09, "w": 0.42, "x": 0.52, "y": 0.38 }, "kind": "paragraph", "text": "Unfortunately, many companies get bogged down discovering the requirements. 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This process requires identifying and mapping the reference architecture needed to access and use the data assets. In the case of the clothing e-tailer, mapping the reference architecture meant beginning with a generic retail architecture and modifying it to eliminate the components not relevant to clothing e-tailers (such as store management). 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Companies need to evolve their technology stack and move from a monolithic to a modular architecture in order to free their data and take advantage of new technologies. A data and digital platform is an architecture that lowers costs and improves speed and agility by decoupling front-end capabilities from data, liberating data from core transactional systems, and enabling smart business engines with machine learning and artificial intelligence (AI) capabilities.", "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 19:39:48.038+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "dea59007-2434-48fa-b575-70d1fcfe53df", "parentComponentId": null }, { "bbox": { "h": 0.08, "w": 0.43, "x": 0.06, "y": 0.8 }, "kind": "paragraph", "text": "A rule of thumb for sequencing use cases is that the first wave should involve improving about 80% of the data required for all of the company's foundational use cases. The higher this percentage is, the faster subsequent waves of use cases can occur (eventually moving beyond foundational use cases to differentiating use cases).", "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 19:39:48.038+00", "model": "google/gemini-3.1-flash-lite-preview-20260303", "runId": null, "seconds": null, "promptVersion": null }, "componentId": "e095535b-46fe-4e49-b3d7-24e59e930232", "parentComponentId": null }, { "bbox": { "h": 0.04, "w": 0.36, "x": 0.06, "y": 0.52 }, "kind": "source-note", "text": "Source: BCG analysis. Note: CRM = customer relationship management.", "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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Run extraction whenever the current title is a topic (Q3 performance, Customer satisfaction) rather than a claim, or when a reader could reasonably draw more than one conclusion from the visible evidence.", "confidence": 68, "extraction": { "at": "2026-04-29 13:07:32.727482+00", "model": "claude-legacy", "runId": null, "seconds": null, "promptVersion": null }, "pageNumber": 8, "whyItWorks": "Solves the two failure modes of slide writing simultaneously: the topic title (which outsources interpretation to the audience and produces three different conclusions in three different heads) and the multi-thesis stapler (which exceeds working memory and gets remembered as fragments). Aligns with how readers actually consume decks — Heath & Heath's Find the Core, the journalist's nut graf, and Minto's governing thought all converge on the same cognitive economics.", "antipattern": "Topic titles disguised as core messages (Customer satisfaction, no verb, no stake); multi-thesis sentences stapled with and; hedged sentences (may show signs of possible softening); chart-caption titles (Revenue fell 4%) that restate what the chart already shows instead of naming the so-what; meta-commentary (this slide explores...) that describes the slide rather than concluding it.", "cardinality": null, "narrativePurpose": "Forces the slide author to do the interpretive work before the slide ships, so the audience does not have to do it during the meeting. 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Required in 19/20 arcs. The exception (Sparkline) ends with new bliss which is functionally a resolution." }, "alignedBlockIds": null, "matchConfidence": 62 } ], "loops": [ { "to": 9, "from": 8, "loop": { "name": "47_quick_win_big_bet", "slug": "47-quick-win-big-bet", "status": "active", "bestFor": "Transformation planning, 100-day plans, resource allocation", "canonId": "019dd956-790d-708d-983e-ef9bbc68f741", "version": 1, "bodyDocId": "019df22a-2420-77be-bc41-ded96d08cb21", "structure": "The Full List -> Quick Wins (Low effort, High impact) -> Big Bets (High effort, High impact) -> Sequenced Roadmap", "description": "Separate initiatives into immediate wins and longer-term strategic bets", "familyLabel": null }, "matchId": "019dd95a-088b-72c8-b7e6-1a15f4792a29", "evidence": "Transition (p8) into Exhibit 4 (p9) with Wave 1 foundation -> Wave 2 modernize -> Wave X mature, mirroring use-case waves.", "position": 3, "objective": "Apply the same sequenced-wave logic to architecture initiatives so IT investment 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