{ "kind": "all", "value": "all", "collectionKey": "slides:all:all:all-document-kinds:all-producers:all-orientations", "filters": { "documentKinds": [], "sourceTypes": [], "orientations": [] }, "total": 319975, "page": 17744, "pageSize": 18, "pageCount": 17777, "rows": [ { "docId": "019f6b8f-756e-76af-802b-17f806bd055d", "docSlug": "jarvis-valuation-multiples-primer", "documentTitle": "valuation multiples primer", "authorId": "valuation-multiples-primer", "authorName": null, "documentKindSlug": "deck", "documentKindLabel": "Deck", "sourceTypeSlug": "investor_relations", "sourceTypeLabel": "Investor relations", "presentationDate": null, "orientation": null, "aspectRatio": null, "pageNumber": 2, "slideType": "table_of_contents", "function": "front_matter", "notes": "Includes contact information for four authors on the left side.", "imagePath": null, "matchCount": 1, "evidence": null, "slideHref": "/slides/019f6b8f-756e-76af-802b-17f806bd055d/2", "deckHref": "/decks/019f6b8f-756e-76af-802b-17f806bd055d", "deckAnchorHref": "/decks/019f6b8f-756e-76af-802b-17f806bd055d#slide-2", "loopMatches": [], "arcBeatMatches": [], "imagePathAlt": null, "thumbSrc": null, "thumbSrcAlt": null, "locked": true }, { "docId": "019f6b8f-756e-76af-802b-17f806bd055d", "docSlug": "jarvis-valuation-multiples-primer", "documentTitle": "valuation multiples primer", "authorId": "valuation-multiples-primer", "authorName": null, "documentKindSlug": "deck", "documentKindLabel": "Deck", "sourceTypeSlug": "investor_relations", "sourceTypeLabel": "Investor relations", "presentationDate": null, "orientation": null, "aspectRatio": null, "pageNumber": 3, "slideType": "section_divider", "function": "establish_context", "notes": "Document is a primer from UBS Warburg dated November 2001.", "imagePath": null, "matchCount": 1, "evidence": null, "slideHref": "/slides/019f6b8f-756e-76af-802b-17f806bd055d/3", "deckHref": "/decks/019f6b8f-756e-76af-802b-17f806bd055d", "deckAnchorHref": "/decks/019f6b8f-756e-76af-802b-17f806bd055d#slide-3", "loopMatches": [], "arcBeatMatches": [ { "to": 4, "from": 3, "beatId": "08019b0e-471a-4802-8666-fe550b8b57dd", "arcName": "The Sequoia Pitch", "arcSlug": "sequoia-pitch", "beatName": "Problem", "beatSlug": "sequoia-pitch-problem", "evidence": "The document introduces the concept of valuation multiples and their importance", "position": 0, "confidence": 0.7, "parentBeatName": "Complication", "parentBeatSlug": "complication" } ], "imagePathAlt": null, "thumbSrc": null, "thumbSrcAlt": null, "locked": true }, { "docId": "019f6b8f-756e-76af-802b-17f806bd055d", "docSlug": "jarvis-valuation-multiples-primer", "documentTitle": "valuation multiples primer", "authorId": "valuation-multiples-primer", "authorName": null, "documentKindSlug": "deck", "documentKindLabel": "Deck", "sourceTypeSlug": "investor_relations", "sourceTypeLabel": "Investor relations", "presentationDate": null, "orientation": null, "aspectRatio": null, "pageNumber": 4, "slideType": "key_takeaways", "function": "summarize", "notes": "The slide includes a footnote regarding EVA (Economic Value Added).", "imagePath": null, "matchCount": 1, "evidence": null, "slideHref": "/slides/019f6b8f-756e-76af-802b-17f806bd055d/4", "deckHref": "/decks/019f6b8f-756e-76af-802b-17f806bd055d", "deckAnchorHref": "/decks/019f6b8f-756e-76af-802b-17f806bd055d#slide-4", "loopMatches": [], "arcBeatMatches": [ { "to": 4, "from": 3, "beatId": "08019b0e-471a-4802-8666-fe550b8b57dd", "arcName": "The Sequoia Pitch", "arcSlug": "sequoia-pitch", "beatName": "Problem", "beatSlug": "sequoia-pitch-problem", "evidence": "The document introduces the concept of valuation multiples and their importance", "position": 0, "confidence": 0.7, "parentBeatName": "Complication", "parentBeatSlug": "complication" } ], "imagePathAlt": null, "thumbSrc": null, "thumbSrcAlt": null, "locked": true }, { "docId": "019f6b8f-756e-76af-802b-17f806bd055d", "docSlug": "jarvis-valuation-multiples-primer", "documentTitle": "valuation multiples primer", "authorId": "valuation-multiples-primer", "authorName": null, "documentKindSlug": "deck", "documentKindLabel": "Deck", "sourceTypeSlug": "investor_relations", "sourceTypeLabel": "Investor relations", "presentationDate": null, "orientation": null, "aspectRatio": null, "pageNumber": 5, "slideType": "comparison_table", "function": "compare_peers", "notes": "The slide includes a table comparing EV and Equity multiples, followed by a list of reasons for multiple variance and detailed explanations of the first two reasons.", "imagePath": null, "matchCount": 1, "evidence": null, "slideHref": "/slides/019f6b8f-756e-76af-802b-17f806bd055d/5", "deckHref": "/decks/019f6b8f-756e-76af-802b-17f806bd055d", "deckAnchorHref": "/decks/019f6b8f-756e-76af-802b-17f806bd055d#slide-5", "loopMatches": [ { "to": 8, "from": 5, "name": "Golden Circle", "slug": "11-golden-circle", "bestFor": "Visionary leadership, brand positioning, mission statements", "matchId": "d76b6b56-6dc5-44aa-aa7e-5785690a24dc", "evidence": "The document explains the importance of valuation multiples", "position": 0, "objective": "Why use valuation multiples?", "structure": "The Why (Belief) -> The How (Process) -> The What (Result)", "confidence": 0.6, "description": "Invert the typical pitch by starting with why you exist, rather than what you do" } ], "arcBeatMatches": [ { "to": 8, "from": 5, "beatId": "53f50572-dc2d-4826-9128-4ebed57c50f7", "arcName": "The Sequoia Pitch", "arcSlug": "sequoia-pitch", "beatName": "Solution", "beatSlug": "sequoia-pitch-solution", "evidence": "The document provides an overview of enterprise and equity multiples", "position": 1, "confidence": 0.7, "parentBeatName": "Turn", "parentBeatSlug": "turn" } ], "imagePathAlt": null, "thumbSrc": null, "thumbSrcAlt": null, "locked": true }, { "docId": "019f6b8f-756e-76af-802b-17f806bd055d", "docSlug": "jarvis-valuation-multiples-primer", "documentTitle": "valuation multiples primer", "authorId": "valuation-multiples-primer", "authorName": null, "documentKindSlug": "deck", "documentKindLabel": "Deck", "sourceTypeSlug": "investor_relations", "sourceTypeLabel": "Investor relations", "presentationDate": null, "orientation": null, "aspectRatio": null, "pageNumber": 6, "slideType": "appendix_methodology", "function": "analyze_data", "notes": "Includes two tables (Table 3 and Table 4) illustrating the impact of accounting choices on valuation metrics.", "imagePath": null, "matchCount": 1, "evidence": null, "slideHref": "/slides/019f6b8f-756e-76af-802b-17f806bd055d/6", "deckHref": "/decks/019f6b8f-756e-76af-802b-17f806bd055d", "deckAnchorHref": "/decks/019f6b8f-756e-76af-802b-17f806bd055d#slide-6", "loopMatches": [ { "to": 8, "from": 5, "name": "Golden Circle", "slug": "11-golden-circle", "bestFor": "Visionary leadership, brand positioning, mission statements", "matchId": "d76b6b56-6dc5-44aa-aa7e-5785690a24dc", "evidence": "The document explains the importance of valuation multiples", "position": 0, "objective": "Why use valuation multiples?", "structure": "The Why (Belief) -> The How (Process) -> The What (Result)", "confidence": 0.6, "description": "Invert the typical pitch by starting with why you exist, rather than what you do" } ], "arcBeatMatches": [ { "to": 8, "from": 5, "beatId": "53f50572-dc2d-4826-9128-4ebed57c50f7", "arcName": "The Sequoia Pitch", "arcSlug": "sequoia-pitch", "beatName": "Solution", "beatSlug": "sequoia-pitch-solution", "evidence": "The document provides an overview of enterprise and equity multiples", "position": 1, "confidence": 0.7, "parentBeatName": "Turn", "parentBeatSlug": "turn" } ], "imagePathAlt": null, "thumbSrc": null, "thumbSrcAlt": null, "locked": true }, { "docId": "019f6b8f-756e-76af-802b-17f806bd055d", "docSlug": "jarvis-valuation-multiples-primer", "documentTitle": "valuation multiples primer", "authorId": "valuation-multiples-primer", "authorName": null, "documentKindSlug": "deck", "documentKindLabel": "Deck", "sourceTypeSlug": "investor_relations", "sourceTypeLabel": "Investor relations", "presentationDate": null, "orientation": null, "aspectRatio": null, "pageNumber": 7, "slideType": "appendix_methodology", "function": "analyze_data", "notes": "Document from November 2001, UBS Warburg.", "imagePath": null, "matchCount": 1, "evidence": null, "slideHref": "/slides/019f6b8f-756e-76af-802b-17f806bd055d/7", "deckHref": "/decks/019f6b8f-756e-76af-802b-17f806bd055d", "deckAnchorHref": "/decks/019f6b8f-756e-76af-802b-17f806bd055d#slide-7", "loopMatches": [ { "to": 8, "from": 5, "name": "Golden Circle", "slug": "11-golden-circle", "bestFor": "Visionary leadership, brand positioning, mission statements", "matchId": "d76b6b56-6dc5-44aa-aa7e-5785690a24dc", "evidence": "The document explains the importance of valuation multiples", "position": 0, "objective": "Why use valuation multiples?", "structure": "The Why (Belief) -> The How (Process) -> The What (Result)", "confidence": 0.6, "description": "Invert the typical pitch by starting with why you exist, rather than what you do" } ], "arcBeatMatches": [ { "to": 8, "from": 5, "beatId": "53f50572-dc2d-4826-9128-4ebed57c50f7", "arcName": "The Sequoia Pitch", "arcSlug": "sequoia-pitch", "beatName": "Solution", "beatSlug": "sequoia-pitch-solution", "evidence": "The document provides an overview of enterprise and equity multiples", "position": 1, "confidence": 0.7, "parentBeatName": "Turn", "parentBeatSlug": "turn" } ], "imagePathAlt": null, "thumbSrc": null, "thumbSrcAlt": null, "locked": true }, { "docId": "019f6b8f-756e-76af-802b-17f806bd055d", "docSlug": "jarvis-valuation-multiples-primer", "documentTitle": "valuation multiples primer", "authorId": "valuation-multiples-primer", "authorName": null, "documentKindSlug": "deck", "documentKindLabel": "Deck", "sourceTypeSlug": "investor_relations", "sourceTypeLabel": "Investor relations", "presentationDate": null, "orientation": null, "aspectRatio": null, "pageNumber": 8, "slideType": "key_messages", "function": "analyze_data", "notes": "The slide discusses the limitations of accounting-based metrics and advocates for cash-flow based adjustments.", "imagePath": null, "matchCount": 1, "evidence": null, "slideHref": "/slides/019f6b8f-756e-76af-802b-17f806bd055d/8", "deckHref": "/decks/019f6b8f-756e-76af-802b-17f806bd055d", "deckAnchorHref": "/decks/019f6b8f-756e-76af-802b-17f806bd055d#slide-8", "loopMatches": [ { "to": 8, "from": 5, "name": "Golden Circle", "slug": "11-golden-circle", "bestFor": "Visionary leadership, brand positioning, mission statements", "matchId": "d76b6b56-6dc5-44aa-aa7e-5785690a24dc", "evidence": "The document explains the importance of valuation multiples", "position": 0, "objective": "Why use valuation multiples?", "structure": "The Why (Belief) -> The How (Process) -> The What (Result)", "confidence": 0.6, "description": "Invert the typical pitch by starting with why you exist, rather than what you do" } ], "arcBeatMatches": [ { "to": 8, "from": 5, "beatId": "53f50572-dc2d-4826-9128-4ebed57c50f7", "arcName": "The Sequoia Pitch", "arcSlug": "sequoia-pitch", "beatName": "Solution", "beatSlug": "sequoia-pitch-solution", "evidence": "The document provides an overview of enterprise and equity multiples", "position": 1, "confidence": 0.7, "parentBeatName": "Turn", "parentBeatSlug": "turn" } ], "imagePathAlt": null, "thumbSrc": null, "thumbSrcAlt": null, "locked": true }, { "docId": "019f6b8f-756e-76af-802b-17f806bd055d", "docSlug": "jarvis-valuation-multiples-primer", "documentTitle": "valuation multiples primer", "authorId": "valuation-multiples-primer", "authorName": null, "documentKindSlug": "deck", "documentKindLabel": "Deck", "sourceTypeSlug": "investor_relations", "sourceTypeLabel": "Investor relations", "presentationDate": null, "orientation": null, "aspectRatio": null, "pageNumber": 9, "slideType": "other", "function": "analyze_data", "notes": "The slide uses a table to demonstrate earnings volatility and a line chart to show the inverse relationship between PE ratios and EPS during recessions.", "imagePath": null, "matchCount": 1, "evidence": null, "slideHref": "/slides/019f6b8f-756e-76af-802b-17f806bd055d/9", "deckHref": "/decks/019f6b8f-756e-76af-802b-17f806bd055d", "deckAnchorHref": "/decks/019f6b8f-756e-76af-802b-17f806bd055d#slide-9", "loopMatches": [], "arcBeatMatches": [], "imagePathAlt": null, "thumbSrc": null, "thumbSrcAlt": null, "locked": true }, { "docId": "019f6b8f-756e-76af-802b-17f806bd055d", "docSlug": "jarvis-valuation-multiples-primer", "documentTitle": "valuation multiples primer", "authorId": "valuation-multiples-primer", "authorName": null, "documentKindSlug": "deck", "documentKindLabel": "Deck", "sourceTypeSlug": "investor_relations", "sourceTypeLabel": "Investor relations", "presentationDate": null, "orientation": null, "aspectRatio": null, "pageNumber": 10, "slideType": "other", "function": "analyze_data", "notes": "The slide contains a dual-axis line chart showing General Motors share price and 5-year moving average EPS from 1973 to 2001.", "imagePath": null, "matchCount": 1, "evidence": null, "slideHref": "/slides/019f6b8f-756e-76af-802b-17f806bd055d/10", "deckHref": "/decks/019f6b8f-756e-76af-802b-17f806bd055d", "deckAnchorHref": "/decks/019f6b8f-756e-76af-802b-17f806bd055d#slide-10", "loopMatches": [], "arcBeatMatches": [], "imagePathAlt": null, "thumbSrc": null, "thumbSrcAlt": null, "locked": true }, { "docId": "019f6b8f-756e-76af-802b-17f806bd055d", "docSlug": "jarvis-valuation-multiples-primer", "documentTitle": "valuation multiples primer", "authorId": "valuation-multiples-primer", "authorName": null, "documentKindSlug": "deck", "documentKindLabel": "Deck", "sourceTypeSlug": "investor_relations", "sourceTypeLabel": "Investor relations", "presentationDate": null, "orientation": null, "aspectRatio": null, "pageNumber": 11, "slideType": "other", "function": "present_framework", "notes": "Includes a formula for forward price and a conceptual note on maturity.", "imagePath": null, "matchCount": 1, "evidence": null, "slideHref": "/slides/019f6b8f-756e-76af-802b-17f806bd055d/11", "deckHref": "/decks/019f6b8f-756e-76af-802b-17f806bd055d", "deckAnchorHref": "/decks/019f6b8f-756e-76af-802b-17f806bd055d#slide-11", "loopMatches": [], "arcBeatMatches": [], "imagePathAlt": null, "thumbSrc": null, "thumbSrcAlt": null, "locked": true }, { "docId": "019f6b8f-756e-76af-802b-17f806bd055d", "docSlug": "jarvis-valuation-multiples-primer", "documentTitle": "valuation multiples primer", "authorId": "valuation-multiples-primer", "authorName": null, "documentKindSlug": "deck", "documentKindLabel": "Deck", "sourceTypeSlug": "investor_relations", "sourceTypeLabel": "Investor relations", "presentationDate": null, "orientation": null, "aspectRatio": null, "pageNumber": 12, "slideType": "other", "function": "analyze_data", "notes": "The chart illustrates how growth rates fluctuate over time, suggesting that valuation multiples are most comparable when companies are at similar lifecycle stages.", "imagePath": null, "matchCount": 1, "evidence": null, "slideHref": "/slides/019f6b8f-756e-76af-802b-17f806bd055d/12", "deckHref": "/decks/019f6b8f-756e-76af-802b-17f806bd055d", "deckAnchorHref": "/decks/019f6b8f-756e-76af-802b-17f806bd055d#slide-12", "loopMatches": [], "arcBeatMatches": [], "imagePathAlt": null, "thumbSrc": null, "thumbSrcAlt": null, "locked": true }, { "docId": "019f6b8f-756e-76af-802b-17f806bd055d", "docSlug": "jarvis-valuation-multiples-primer", "documentTitle": "valuation multiples primer", "authorId": "valuation-multiples-primer", "authorName": null, "documentKindSlug": "deck", "documentKindLabel": "Deck", "sourceTypeSlug": "investor_relations", "sourceTypeLabel": "Investor relations", "presentationDate": null, "orientation": null, "aspectRatio": null, "pageNumber": 13, "slideType": "other", "function": "establish_context", "notes": "The slide uses a DCF-based logic to derive a 'fair' multiple retrospectively.", "imagePath": null, "matchCount": 1, "evidence": null, "slideHref": "/slides/019f6b8f-756e-76af-802b-17f806bd055d/13", "deckHref": "/decks/019f6b8f-756e-76af-802b-17f806bd055d", "deckAnchorHref": "/decks/019f6b8f-756e-76af-802b-17f806bd055d#slide-13", "loopMatches": [], "arcBeatMatches": [], "imagePathAlt": null, "thumbSrc": null, "thumbSrcAlt": null, "locked": true }, { "docId": "019f6b8f-756e-76af-802b-17f806bd055d", "docSlug": "jarvis-valuation-multiples-primer", "documentTitle": "valuation multiples primer", "authorId": "valuation-multiples-primer", "authorName": null, "documentKindSlug": "deck", "documentKindLabel": "Deck", "sourceTypeSlug": "investor_relations", "sourceTypeLabel": "Investor relations", "presentationDate": null, "orientation": null, "aspectRatio": null, "pageNumber": 14, "slideType": "other", "function": "present_solution", "notes": "The slide discusses the relationship between value drivers (return on capital, growth) and valuation multiples, referencing a specific UBS Warburg calculator.", "imagePath": null, "matchCount": 1, "evidence": null, "slideHref": "/slides/019f6b8f-756e-76af-802b-17f806bd055d/14", "deckHref": "/decks/019f6b8f-756e-76af-802b-17f806bd055d", "deckAnchorHref": "/decks/019f6b8f-756e-76af-802b-17f806bd055d#slide-14", "loopMatches": [], "arcBeatMatches": [], "imagePathAlt": null, "thumbSrc": null, "thumbSrcAlt": null, "locked": true }, { "docId": "019f6b8f-756e-76af-802b-17f806bd055d", "docSlug": "jarvis-valuation-multiples-primer", "documentTitle": "valuation multiples primer", "authorId": "valuation-multiples-primer", "authorName": null, "documentKindSlug": "deck", "documentKindLabel": "Deck", "sourceTypeSlug": "investor_relations", "sourceTypeLabel": "Investor relations", "presentationDate": null, "orientation": null, "aspectRatio": null, "pageNumber": 15, "slideType": "appendix_data", "function": "analyze_data", "notes": "The slide outlines the mathematical derivation of target multiples based on ROIC, WACC, and growth rates, extending into a two-stage DCF-style formula.", "imagePath": null, "matchCount": 1, "evidence": null, "slideHref": "/slides/019f6b8f-756e-76af-802b-17f806bd055d/15", "deckHref": "/decks/019f6b8f-756e-76af-802b-17f806bd055d", "deckAnchorHref": "/decks/019f6b8f-756e-76af-802b-17f806bd055d#slide-15", "loopMatches": [], "arcBeatMatches": [], "imagePathAlt": null, "thumbSrc": null, "thumbSrcAlt": null, "locked": true }, { "docId": "019f6b8f-756e-76af-802b-17f806bd055d", "docSlug": "jarvis-valuation-multiples-primer", "documentTitle": "valuation multiples primer", "authorId": "valuation-multiples-primer", "authorName": null, "documentKindSlug": "deck", "documentKindLabel": "Deck", "sourceTypeSlug": "investor_relations", "sourceTypeLabel": "Investor relations", "presentationDate": null, "orientation": null, "aspectRatio": null, "pageNumber": 16, "slideType": "other", "function": "present_framework", "notes": "The slide uses mathematical formulas to demonstrate how ROE, cost of equity, and growth rates impact P/E multiples.", "imagePath": null, "matchCount": 1, "evidence": null, "slideHref": "/slides/019f6b8f-756e-76af-802b-17f806bd055d/16", "deckHref": "/decks/019f6b8f-756e-76af-802b-17f806bd055d", "deckAnchorHref": "/decks/019f6b8f-756e-76af-802b-17f806bd055d#slide-16", "loopMatches": [], "arcBeatMatches": [], "imagePathAlt": null, "thumbSrc": null, "thumbSrcAlt": null, "locked": true }, { "docId": "019f6b8f-756e-76af-802b-17f806bd055d", "docSlug": "jarvis-valuation-multiples-primer", "documentTitle": "valuation multiples primer", "authorId": "valuation-multiples-primer", "authorName": null, "documentKindSlug": "deck", "documentKindLabel": "Deck", "sourceTypeSlug": "investor_relations", "sourceTypeLabel": "Investor relations", "presentationDate": null, "orientation": null, "aspectRatio": null, "pageNumber": 17, "slideType": "appendix_methodology", "function": "present_framework", "notes": "Includes a specific mathematical example of a PE ratio calculation.", "imagePath": null, "matchCount": 1, "evidence": null, "slideHref": "/slides/019f6b8f-756e-76af-802b-17f806bd055d/17", "deckHref": "/decks/019f6b8f-756e-76af-802b-17f806bd055d", "deckAnchorHref": "/decks/019f6b8f-756e-76af-802b-17f806bd055d#slide-17", "loopMatches": [], "arcBeatMatches": [], "imagePathAlt": null, "thumbSrc": null, "thumbSrcAlt": null, "locked": true }, { "docId": "019f6b8f-756e-76af-802b-17f806bd055d", "docSlug": "jarvis-valuation-multiples-primer", "documentTitle": "valuation multiples primer", "authorId": "valuation-multiples-primer", "authorName": null, "documentKindSlug": "deck", "documentKindLabel": "Deck", "sourceTypeSlug": "investor_relations", "sourceTypeLabel": "Investor relations", "presentationDate": null, "orientation": null, "aspectRatio": null, "pageNumber": 18, "slideType": "other", "function": "establish_context", "notes": "Technical primer on valuation theory from UBS Warburg.", "imagePath": null, "matchCount": 1, "evidence": null, "slideHref": "/slides/019f6b8f-756e-76af-802b-17f806bd055d/18", "deckHref": "/decks/019f6b8f-756e-76af-802b-17f806bd055d", "deckAnchorHref": "/decks/019f6b8f-756e-76af-802b-17f806bd055d#slide-18", "loopMatches": [ { "to": 20, "from": 18, "name": "Hypothesis Test", "slug": "42-hypothesis-test", "bestFor": "Strategy validation, due diligence, research presentations", "matchId": "68fe1396-f9e6-4f70-848f-ccd715745639", "evidence": "The document discusses the effect of growth on value", "position": 1, "objective": "How do growth and value affect multiples?", "structure": "The Hypothesis -> Test 1 (Supports/Refutes) -> Test 2 (Supports/Refutes) -> Conclusion (Validated/Pivoted)", "confidence": 0.6, "description": "State a hypothesis upfront, then systematically prove or disprove it with evidence" } ], "arcBeatMatches": [], "imagePathAlt": null, "thumbSrc": null, "thumbSrcAlt": null, "locked": true }, { "docId": "019f6b8f-756e-76af-802b-17f806bd055d", "docSlug": "jarvis-valuation-multiples-primer", "documentTitle": "valuation multiples primer", "authorId": "valuation-multiples-primer", "authorName": null, "documentKindSlug": "deck", "documentKindLabel": "Deck", "sourceTypeSlug": "investor_relations", "sourceTypeLabel": "Investor relations", "presentationDate": null, "orientation": null, "aspectRatio": null, "pageNumber": 19, "slideType": "other", "function": "analyze_data", "notes": "The chart illustrates how different growth drivers (ROE vs COE) impact valuation multiples over time.", "imagePath": null, "matchCount": 1, "evidence": null, "slideHref": "/slides/019f6b8f-756e-76af-802b-17f806bd055d/19", "deckHref": "/decks/019f6b8f-756e-76af-802b-17f806bd055d", "deckAnchorHref": "/decks/019f6b8f-756e-76af-802b-17f806bd055d#slide-19", "loopMatches": [ { "to": 20, "from": 18, "name": "Hypothesis Test", "slug": "42-hypothesis-test", "bestFor": "Strategy validation, due diligence, research presentations", "matchId": "68fe1396-f9e6-4f70-848f-ccd715745639", "evidence": "The document discusses the effect of growth on value", "position": 1, "objective": "How do growth and value affect multiples?", "structure": "The Hypothesis -> Test 1 (Supports/Refutes) -> Test 2 (Supports/Refutes) -> Conclusion (Validated/Pivoted)", "confidence": 0.6, "description": "State a hypothesis upfront, then systematically prove or disprove it with evidence" } ], "arcBeatMatches": [], "imagePathAlt": null, "thumbSrc": null, "thumbSrcAlt": null, "locked": true } ] }