Epistemic stance
6,201Verbs that frame a claim without fully committing — hedging that makes the argument defensible yet confident.
Every chart below is computed from 34,166 slides across 848 decks from 38 firms. No hand-curation; no anecdote. Each section ends with the one thing it tells us.
The dominant slide is text-driven: a headline, a paragraph or bullet list, a boxed callout, and a footnote. Charts are the punctuation, not the sentence.
Pie and donut charts combined are under 5.0%. The pro preference is for charts that let readers compare magnitudes directly — which pies famously don't.
Sourcing isn't optional. Almost every claim is anchored to a public document (earnings call, filing, press release). This is what separates a short-seller memo from a blog post.
The callout is where the author tells you what to think: the one sentence they don't want you to miss. In the corpus there are ~25k callouts — the searchable phrase library.
Headlines and paragraphs on nearly every slide; charts on only ~17%.
Takeaway: The canonical slide is text. Headlines appear on 68.5% of slides; footnotes on 45.5% (pros source almost everything); callout boxes on 36.1%. Data tables are on 17.1% — tables remain the pro's weapon of choice when the story is "read these numbers yourself".
Bars and lines make up ~90% of all charts; pies and donuts under 5%.
Takeaway: 89.8% of all charts are bars or lines. Pies and donuts together account for 5.0%. The bias is toward chart types where the human eye can compare magnitudes directly — which is precisely what pie charts fail at.
Villain critique, CEO-quote, peer-gap and demand-list dominate the taxonomy.
Expose contradiction is the single most common narrative function.
Takeaway: The single most common narrative move is expose contradiction — management said X, reality shows Y. Together, expose contradiction + diagnose problem + name villain account for a huge share of slide-time. Activists don't argue; they expose.
Verbs that frame a claim without fully committing — hedging that makes the argument defensible yet confident.
Comparative vocabulary. Activism is almost always a gap argument: target vs peer, actual vs promised, now vs potential.
Where the argument gets its moral weight. Watch the intensity: 'poor' and 'broken' are measured; 'destroyed' and 'squandered' go for the throat.
The specific metrics activists point at. EBITDA, margins and TSR are the nouns the arithmetic rides on.
The cast of characters. Nearly every deck frames a who: the CEO, the board, the chair. Rarely 'the company' in the abstract.
What activists ask for. Vote, divest, replace, return — the imperative verbs that turn analysis into a campaign.
Takeaway: Activist writing rides on three pillars — an epistemic hedge ("we believe", "appears to"), a comparative frame ("below peers", "despite"), and a named antagonist (CEO, board, directors). The nouns do the pointing; the verbs do the framing.
EBITDA, revenue and margin lead; unit-level metrics are rarer.
Takeaway: Share price is #1, but the meaningful action is in quality-of-earnings metrics — EBITDA, margins, TSR, free cash flow. These are the levers activists argue can be moved. Revenue and sales are mentioned less often: top-line doesn't create alpha, conversion does.
Each fund's deck mix is a rhetorical fingerprint, normalized per 100 decks.
Balanced layouts dominate; overcrowded slides are rare.
Most decks fall between 25 and 70 slides; a long tail extends past 100.
Pershing, Muddy Waters, Elliott and Spruce Point lead by volume.
| Thesis | Decks | Narrative | Visual |
|---|---|---|---|
| multiple rerating | 219 | 4.12 | 2.95 |
| strategic pivot | 89 | 4.09 | 2.78 |
| capital return | 121 | 4.07 | 2.98 |
| fraud exposure | 357 | 4.06 | 2.35 |
| breakup spinoff | 134 | 4.04 | 3.11 |
| cost cutting | 58 | 3.98 | 2.88 |
| operational turnaround | 283 | 3.92 | 2.94 |
| management change | 270 | 3.89 | 2.84 |
| undervaluation | 191 | 3.89 | 2.86 |
| governance board | 413 | 3.85 | 2.76 |
| sale of company | 47 | 3.81 | 2.34 |
| other | 48 | 3.71 | 2.29 |
Takeaway: Activist defense decks (management side) score highest on narrative — they're rarer but more sophisticated. Fraud exposure has top narrative but the lowest visual craft — short-seller reports are utilitarian text-heavy documents that don't need to be pretty. Breakup / spinoff leads visual craft — the sum-of-parts reveal is inherently a designed-chart play.
Select at least 2 slide types to compare.
| — |
| Expose contradiction | Name villain | Diagnose problem | Appendix | Expose gap | Transition | Establish context | Front matter | Frame situation | Quantify opportunity | Cite precedent | State demand | Compare peers | Decompose segments | Introduce nominees | Propose solution | Show valuation bridge | Pre-empt rebuttal | Filler | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Villain critique (10003) | 44.0% | 38.0% | 15.0% | 2.0% | |||||||||||||||
| Other / uncategorized (3319) | 15.0% | 36.0% | 5.0% | 22.0% | 2.0% | 5.0% | 4.0% | 1.0% | 1.0% | 2.0% | 2.0% | 2.0% | |||||||
| CEO-quote contradiction (3249) | 96.0% | 1.0% | |||||||||||||||||
| Peer-gap chart (2270) | 1.0% | 69.0% | 30.0% | ||||||||||||||||
| Executive summary (588) | 32.0% | 2.0% | 14.0% | 47.0% | 2.0% | 1.0% | |||||||||||||
| Demand list (1016) | 87.0% | 9.0% | |||||||||||||||||
| KPI overview (1383) | 3.0% | 30.0% | 3.0% | 32.0% | 2.0% | 25.0% | 2.0% | 2.0% | |||||||||||
| Precedent transactions table (707) | 99.0% | ||||||||||||||||||
| Valuation reveal (493) | 4.0% | 33.0% | 61.0% | ||||||||||||||||
| Sum-of-parts buildup (936) | 2.0% | 2.0% | 20.0% | 67.0% | 2.0% | 7.0% | |||||||||||||
| Thesis headline (379) | 27.0% | 6.0% | 47.0% | 14.0% | 2.0% | ||||||||||||||
| Timeline (460) | 14.0% | 5.0% | 1.0% | 27.0% | 26.0% | 6.0% | 12.0% | 6.0% | |||||||||||
| Process diagram (394) | 14.0% | 21.0% | 2.0% | 16.0% | 10.0% | 2.0% | 1.0% | 31.0% | 1.0% | ||||||||||
| Before / after framing (321) | 48.0% | 6.0% | 15.0% | 2.0% | 6.0% | 9.0% | 3.0% | 7.0% | 2.0% | ||||||||||
| Nominee biography (596) | 98.0% | ||||||||||||||||||
| Comparison table (184) | 23.0% | 5.0% | 23.0% | 6.0% | 3.0% | 1.0% | 24.0% | 8.0% | 8.0% |
Takeaway: The matrix exposes that "slide type" and "narrative function" aren't identical — a ceo_quote slide almost always exposes contradiction (its whole purpose), but a peer_gap slide splits between expose_gap, compare_peers, and diagnose_problem. The same visual delivery can carry different rhetorical payloads.
Takeaway: Peer-gap + villain-critique co-occur in 84% of cases: the gap isn't just a chart, it's always attached to blame. Before/after framing virtually requires a peer-gap (92%) — you can't show "after" without the benchmark. The activist toolkit comes in clusters, not isolated moves.
| Pages | Avg narrative | Decks |
|---|---|---|
| 1–30 | 3.50 | 479 |
| 31–60 | 4.20 | 161 |
| 61–100 | 4.19 | 124 |
| 101–200 | 4.60 | 62 |
| 201–500 | 4.80 | 15 |
Takeaway: In adversarial research, more evidence = more persuasive. The longest decks (200+ pages) average 4.80/5 — the top-tier narrative bracket. Short decks (<30 pages) average just 3.50/5: too little room to build the argument. The "less is more" mantra doesn't hold here.
Takeaway: Short-sellers expose contradictions at 2.54× the rate of long activists. Their entire output is about exposing — no propose_solution, no decompose_segments. Activists expose too, but they also have to build an alternative: turnarounds, breakups, capital-return plans. Different job, different grammar.
Takeaway: Short-sellers write 28% longer decks (47.8 vs 37.3 pages), score slightly higher on narrative, and are 91% adversarial in tone — versus 45% for activists. Activists lean on visual craft (lower narrative, higher craft); shorts lean on prose and sourcing. The shape of the deck signals which genre you're reading before you've seen a single number.
Flat 5–10 decks per year through 2010, climbing to ~125 in 2024–2025.
Takeaway: The 2023-2025 window alone carries 376 decks — more than all 2005-2009 combined (16). Activism was a niche craft for 15 years and then became a normalized capital-markets genre. The grammar of the argument — expose, diagnose, demand — is now industry standard.
| governance board | fraud exposure | operational turnaround | management change | multiple rerating | undervaluation | breakup spinoff | capital return | |
|---|---|---|---|---|---|---|---|---|
| consumer (443) | 15% | 16% | 14% | 9% | 11% | 9% | 8% | 5% |
| tech (359) | 19% | 16% | 14% | 15% | 11% | 5% | 7% | |
| energy (291) | 24% | 4% | 16% | 17% | 4% | 6% | 16% | 5% |
| industrials (261) | 22% | 16% | 13% | 15% | 11% | 8% | 3% | 3% |
| healthcare (188) | 12% | 27% | 10% | 10% | 15% | 8% | ||
| communications (164) | 18% | 18% | 12% | 10% | 7% | 8% | 4% | 8% |
| materials (162) | 20% | 15% | 13% | 12% | 8% | 8% | 7% | 6% |
| real estate (131) | 19% | 18% | 4% | 12% | 12% | 16% | 3% | |
| diversified (120) | 11% | 10% | 16% | 10% | 8% | 19% | 7% | 10% |
Takeaway: Sector determines the rhetorical template. Energy and industrials lean hard on governance/management change — incumbent CEOs defending against a board shakeup. Tech and healthcare tilt toward fraud exposure and multiple rerating — the upside story is questioning the narrative. Consumer is the most contested arena, with every thesis type represented at meaningful share.
Multiple comparison leads; 28% of decks show no valuation framework at all.
Takeaway: 64% reach for multiple comparison — the workhorse of activist pricing. But 28% of decks don't show a valuation framework at all. That's not negligence: for a fraud exposé or a governance pitch, the argument doesn't price-target the upside, it questions whether the current price is honest. A "not-shown" valuation isn't missing — it's a signal about what kind of thesis you're reading.