Contrarian Corpus
Taxonomy reference

Glossary

Every label the extraction pipeline assigns — what it means, and how many slides in the corpus carry it. Click any row to see the slides of that category.

Slide types

What kind of slide it is — its role in the deck's architecture. Cover, thesis-headline, peer-gap, villain-critique, appendix, and so on. One slide = one type.

Villain critique 10,003

The blame slide. Names a CEO, board chair, or auditor and details how their decisions destroyed value.

villain_critique
Other / uncategorized 3,319

Catch-all for slides that don't fit any defined type — check the description field for specifics.

other
CEO-quote contradiction 3,249

Management's own words from earnings calls or letters, juxtaposed with reality. Self-incrimination is the sharpest weapon.

ceo_quote
Peer-gap chart 2,270

Target benchmarked against 2–5 best-in-class peers on one metric. The canonical activist visual: "we lag X, and that gap = $Y of trapped value."

peer_gap
Section divider 2,178

A title-card between argument beats (e.g. "The Problem", "Our Solution"). Gives the reader narrative pacing.

section_divider
KPI overview 1,383

Snapshot of the target's key metrics today (revenue, margins, TSR, share price). Grounds the argument in current reality.

kpi_overview
Appendix — data 1,299

Supporting tables and back-up numbers at the end of the deck.

appendix_data
Appendix — disclosure 1,289

Legal disclaimers, conflict-of-interest statements, short-position disclosures.

appendix_disclosure
Transition slide 1,094

Hinge slide that moves the argument forward — often just a provocative sentence on a clean background.

transition
Demand list 1,016

Enumerated asks — sell this segment, replace that director, return capital, etc. The "what we want" slide.

demand_list
Sum-of-parts buildup 936

Decomposes the target into segments and prices each one separately (trading comps, DCF, etc.) to reveal hidden value.

sop_buildup
Precedent transactions table 707

List of comparable M&A deals with multiples. Used to argue the target is undervalued relative to what acquirers have paid.

precedent_table
Cover slide 690

Title page. The firm's branding, target company name, and date — sets the stage before any argument begins.

cover
Nominee biography 596

Proposed director's CV. Appears in proxy-fight decks where the firm is nominating a board slate.

nominee_bio
Executive summary 588

Two- to four-bullet recap of the whole thesis. For skimmers — if they read only one slide, this is it.

executive_summary
Valuation reveal 493

The climactic "here's what it should be worth" slide — the punchline of the analysis.

valuation_reveal
Timeline 460

Historical chronology of the target's decisions, incidents, or the activist's engagement with the company.

timeline
Process diagram 394

Operational flowchart — manufacturing process, value chain, corporate structure. Rare outside complex industrials.

process_diagram
Thesis headline 379

One-slide distillation of the entire argument: the single sentence an investor would remember. The most quoted slide in the deck.

thesis_headline
Appendix — methodology 365

Technical notes on how the numbers were computed. Transparency signal.

appendix_methodology
Before / after framing 321

Explicit contrast: current trajectory vs. our proposed trajectory. Often a side-by-side or a dashed-line forecast.

before_after
Table of contents 301

Road-map of the deck. Common in long decks (40+ pages) where the author wants to signal discipline and completeness up front.

table_of_contents
Disclaimer 256

Stand-alone legal page — rarer than appendix_disclosure.

disclaimer
Comparison table 184

Target vs. peers laid out in a table rather than a chart — used when the comparison spans multiple dimensions.

comparison_table
Filler / low-signal 156

Decorative or repetitive — a pull-quote we've seen before, a firm-logo splash. Included for completeness but not load-bearing.

filler
SCQA — Situation 52

The opening beat of the Situation–Complication–Question–Answer structure. Sets the baseline state of affairs.

scqa_situation
Pre-empted rebuttal 47

"They might say X, but here's why that's wrong." Activists address counter-arguments head-on rather than ignoring them.

preempt_rebuttal
SCQA — Question 28

The turning-point question the deck is committing to answer.

scqa_question
Proposed solution 25

Mechanical detail of what the activist wants the board or market to do — not just "return capital" but "$5B buyback at $X".

propose_solution
Closing ask 20

Final call to action: vote yes, sell the segment, replace the chair. Usually the last content slide before appendix.

closing_ask
SCQA — Complication 17

The thing that went wrong. The moment the argument says "but…"

scqa_complication
Scenario table 15

Matrix of outcomes across cases. Similar to valuation_table but often for operating scenarios rather than share price.

scenario_table
Expose contradiction slide 10

Stand-alone contradiction exhibit — a claim + contrary evidence, side by side.

expose_contradiction
Valuation table 7

Multi-scenario table (bear / base / bull) showing per-share value under each case.

valuation_table
2×2 matrix 6

Strategic-consulting-style quadrant. Rare in financial decks but used for positioning arguments.

matrix_2x2
Front matter 5

Early framing pages — mission, firm background, author credentials, or thesis preview. Bridges the cover into the argument.

front_matter
SCQA — Answer 4

Resolution of the SCQA arc — the activist's proposed fix.

scqa_answer
Precedent-citation 4

Reference to a prior activist campaign or M&A outcome used as an analogue.

cite_precedent
Appendix 0

Generic appendix section (when the type isn't specifically data/methodology/disclosure).

appendix
Sum-of-parts buildup (variant) 0

Alternate label for sop_buildup (extraction artifact — same meaning).

sop_buil_buildup

Narrative functions

What the slide is doing rhetorically — exposing a contradiction, naming a villain, quantifying an opportunity, etc. A peer-gap slide type usually has the narrative function "expose gap" — but not always.

Expose contradiction 8,585

The single most common rhetorical move. Management said X; reality shows Y. 24% of slides in the corpus do this.

expose_contradiction
Name villain 3,860

Assign the problem to a specific person or group. The activist's signature: the target is someone, not a stock.

name_villain
Diagnose problem 3,828

Identify and quantify what's broken. Not yet assigning blame — that's a different function.

diagnose_problem
Appendix 2,643

Supporting material relegated to the back — legal, methodology, back-up tables.

appendix
Expose gap 2,211

Show target lagging peers / benchmark. The grammar: "below", "despite", "versus peers".

expose_gap
Transition 2,116

Narrative pacing — moves the reader from one beat to the next.

transition
Establish context 1,687

Give the reader the situational background — industry dynamics, company size, history.

establish_context
Front matter 1,565

Non-argumentative opening material — cover, author, agenda, ToC.

front_matter
Frame situation 1,177

Set up the argument's emotional frame — this is where the rhetorical stance is chosen.

frame_situation
Quantify opportunity 1,009

Put a number on the upside. "$X per share, 300% upside" — the activist has to be specific.

quantify_opportunity
Cite precedent 906

Reference prior campaigns or M&A deals. Social proof for the proposed remedy.

cite_precedent
State demand 889

Explicit ask. Replace directors, sell segment, return capital, hire banker.

state_demand
Compare peers 789

Side-by-side with 2–5 comparable companies. Often a chart, sometimes a table.

compare_peers
Decompose segments 724

Break the target into parts, price each separately. The structural basis for sum-of-parts theses.

decompose_segments
Introduce nominees 625

Present proposed directors — their bios, their credentials, why they're the fix.

introduce_nominees
Propose solution 559

The activist's prescription. Pure short-sellers have 0% propose_solution — they're not fixing, they're exposing.

propose_solution
Show valuation bridge 366

Walk from current price to target price via specific catalysts — a waterfall of levers.

show_valuation_bridge
Pre-empt rebuttal 257

Address the counter-argument before the reader thinks of it. Rhetorical judo.

preempt_rebuttal
Filler 204

Low-signal content — retained for completeness but not carrying the argument.

filler
Closing ask 166

Final imperative: vote, divest, replace. The last thing the deck says.

closing_ask
Expose problem 0

Rare variant of diagnose_problem (extraction artifact).

expose_problem

Visual elements

Individual visual / textual components that make up a slide. A single slide usually has 3–6 elements: headline + paragraph + callout box + footnote + chart.

Headline text 23,382

The slide's main claim — usually one sentence at the top. 71% of slides have one.

headline_text
Paragraph 16,549

Block of prose — the "let me tell you" mode. 46% of slides have one.

paragraph
Footnote 15,531

Source attribution at the bottom of the slide. 46% of slides have one — sourcing is nearly universal.

footnote
Callout box 12,321

Boxed emphasis — "If you read one thing on this slide, read this." 38% of slides have one.

callout_box
Bullet list 7,385

Enumerated points — usually 3–5. 23% of slides.

bullet_list
Data table 5,839

Structured numeric table. 17% of slides — tables remain the pro's weapon when the story is "read these numbers yourself".

data_table
Quote block 4,828

Pulled quote — usually from an earnings call or letter to shareholders. Foundation of the CEO-quote contradiction play.

quote_block
Screenshot 4,464

Captured image of a filing, web page, email, or news article. Evidence from the original record.

screenshot
Subtitle text 2,842

Secondary line below the headline — context, caveat, or elaboration.

subtitle_text
Vertical bar chart 2,627

The workhorse. Compares discrete values — peer benchmarks, year-over-year, segment mix.

bar_chart_vertical
Comparison table 2,457

Table with explicit comparison columns (target, peer, delta).

comparison_table
Line chart 2,288

Time series. Margins over 10 years, share price history, KPI trends.

line_chart
Logo grid 1,864

Collection of company logos — peer set, board member companies, or firm's past campaigns.

logo_grid
Photograph 1,597

On-the-ground photos — factory visits, retail locations. Heavy in Muddy Waters / Hindenburg-style short-seller work.

photo
Other 1,069

Visual element that doesn't fit the defined taxonomy — check the surrounding slide for context.

other
Process diagram 823

Flow diagram of an operational or financial process.

process_diagram
Numbered list 778

Ordered sequence — often used for demand lists or step-by-step recommendations.

numbered_list
Headshot 693

Portrait photo of a CEO, director, or nominee. Used on villain slides and nominee bios.

headshot
Grouped bar chart 601

Two or more series side-by-side per category (e.g. target vs. peer average across 5 metrics).

bar_chart_grouped
Stacked bar chart 568

Parts of a whole per category — revenue by segment across years.

bar_chart_stacked
Valuation table 538

Scenario or method-based valuation in tabular form — multi-case DCF, sum-of-parts build.

valuation_table
KPI table 505

Compact grid of key metrics with current value, trend, and peer comparison.

kpi_table
Icon grid 444

Grid of icons instead of logos — thematic pillars, services, or argument anchors.

icon_grid
Waterfall chart 269

Value-bridge visualization — the classic activist tool for sum-of-parts reveals. "Start at X, add segment A, add segment B, you get to Y."

waterfall_chart
Timeline visual 261

Horizontal or vertical time-line graphic — events on an axis rather than a table.

timeline_visual
Pie chart 235

Revenue mix, segment mix. Rare (<4% of charts) — pros prefer bars for the same data.

pie_chart
Big number 198

Single large numerical statistic dominating the slide. "$8B wasted."

big_number
Horizontal bar chart 197

Used when category labels are long (company names, KPI labels). Same role as vertical bar, better for long text.

bar_chart_horizontal
Map 175

Geographic visualization — stores, plants, regional revenue mix.

map
Donut chart 117

Pie-chart variant with hollow center — sometimes used for stage-of-thesis summaries.

donut_chart
Area chart 91

Line with filled area — cumulative or share-of-total visualizations.

area_chart
Bubble chart 42

3-variable scatter (x, y, size). Rare; used for positioning target in an industry landscape.

bubble_chart
Organisation chart 37

Corporate-structure diagram — reporting lines, subsidiaries. Common in governance-critique decks.

org_chart
Flowchart 19

Process-step diagram — decision trees, manufacturing steps, transaction structures.

flowchart
Funnel chart 4

Pipeline visualization — rare outside SaaS / commercial theses.

funnel_chart
Radar chart 1

Multi-axis comparison. Extremely rare; seen in <5 slides across the corpus.

radar_chart
Gauge chart 1

Dial-style visualization — almost never used in activist decks.

gauge_chart