Companies get more conservative as they grow, but should do opposite
Predictor: Dara Khosrowshahi · ep#244 "Uber's Robotaxi Playbook, End of Human Driving & $10B Bet on Robots | Dara Khosrowshahi (Uber CEO)" · source
Prediction text
Companies get more conservative as they grow, but should do opposite | companies tend to get more conservative as they get bigger and the exact opposite should be true because you can take big bets at large scale and you can be just don't work out.
Verbatim quote
companies tend to get more conservative as they get bigger and the exact opposite should be true because you can take big bets at large scale and you can be just don't work out.
Predictor: Dara Khosrowshahi
Calibration plot (stated vs observed)
Evidence about this node from Dara Khosrowshahi is multiplied by κ in /api/intake. Lower κ = less weight; floors at 0.10 (effectively silenced) and caps at 1.00 (full weight).
Reference class
This node isn't linked to a reference class. The Bayesian update applies without outside-view blending.
Probability over time
Milestone chain
- 2027-02-28pendingUber R&D / new-bet capex in 2026 ≥10% of revenue (Khosrowshahi practicing what he preaches)How: Uber 10-K shows R&D + new-bets capex ≥10% of revenue in 2026 — operationalizes Khosrowshahi's claim that big companies should take bigger betsSource: Uber 10-K (2026), investor communicationsconf 55%
- 2026-05-01 → 2027-12-31pendingBain/PwC innovation-readiness survey shows large-company innovation gap persistsHow: Bain Innovation Index or PwC Innovation Benchmark shows large-cap (>$10B revenue) firms scoring ≥20pp lower on radical-innovation than mid-cap firmsSource: Bain Innovation Benchmark, PwC Annual Innovation Survey, BCG Most Innovative Companiesconf 65%
- 2026-12-31 → 2027-06-30pendingMega-cap (>$100B) capex on AI infrastructure ≥2x small-cap proportion 2026How: Mega-cap (top-10 by market cap) AI capex as % of revenue ≥2x median Russell 2000 in same fiscal year — countervailing evidence to 'big = conservative' narrativeSource: 10-K capex disclosures, Bloomberg AI capex trackerconf 75%Notes: Counter-intuitive: in 2026, biggest companies (Meta, Google, Microsoft, Amazon) ARE making the biggest AI bets. Tests Khosrowshahi's claim.
No downstream cascades — this prediction is a leaf in the dependency graph.
What if this resolves?
Click a button to clamp this prediction and run a Gibbs sample. Returns the predictions whose marginals shift most. ~30s per run; ideal for stress-testing "if X resolves, what else moves?"
Evidence chain
Network propagation neighbors
Top incoming (parents)
Edges that influence THIS node's belief
Top outgoing (children)
Predictions THIS node influences
No outgoing edges.
Ticker exposure
Beneficiaries (23)
Adverse (6)
Prerequisites (3)
Dependents (0)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| No dependents | ||||
Raw metadata
{
"nia": false,
"url": "https://www.youtube.com/watch?v=Mh9yC4j0_rI",
"mode": "THESIS",
"role": "Guest-CEO",
"context": "companies tend to get more conservative as they get bigger and the exact opposite should be true because you can take big bets at large scale and you can be just don't work out.",
"verbatim": "companies tend to get more conservative as they get bigger and the exact opposite should be true because you can take big bets at large scale and you can be just don't work out.",
"conv_cues": "tend to; should be true",
"direction": "HAPPEN",
"timeframe": "Ongoing",
"conv_level": "HIGH",
"milestones": [
{
"kind": "llm_post_event",
"label": "Uber R&D / new-bet capex in 2026 ≥10% of revenue (Khosrowshahi practicing what he preaches)",
"source": "Uber 10-K (2026), investor communications",
"status": "pending",
"weight": 0.4,
"ordinal": -3,
"source_id": null,
"confidence": 0.55,
"expected_date": "2027-02-28",
"research_origin": "training",
"measurement_criterion": "Uber 10-K shows R&D + new-bets capex ≥10% of revenue in 2026 — operationalizes Khosrowshahi's claim that big companies should take bigger bets"
},
{
"kind": "llm_pre_event",
"label": "Bain/PwC innovation-readiness survey shows large-company innovation gap persists",
"source": "Bain Innovation Benchmark, PwC Annual Innovation Survey, BCG Most Innovative Companies",
"status": "pending",
"weight": 0.4,
"ordinal": -2,
"source_id": null,
"confidence": 0.65,
"expected_date": "2027-03-01",
"research_origin": "training",
"expected_date_range": {
"to": "2027-12-31",
"from": "2026-05-01"
},
"measurement_criterion": "Bain Innovation Index or PwC Innovation Benchmark shows large-cap (>$10B revenue) firms scoring ≥20pp lower on radical-innovation than mid-cap firms"
},
{
"kind": "llm_pre_event",
"label": "Mega-cap (>$100B) capex on AI infrastructure ≥2x small-cap proportion 2026",
"notes": "Counter-intuitive: in 2026, biggest companies (Meta, Google, Microsoft, Amazon) ARE making the biggest AI bets. Tests Khosrowshahi's claim.",
"source": "10-K capex disclosures, Bloomberg AI capex tracker",
"status": "pending",
"weight": 0.4,
"ordinal": -1,
"source_id": null,
"confidence": 0.75,
"expected_date": "2027-03-31",
"research_origin": "training",
"expected_date_range": {
"to": "2027-06-30",
"from": "2026-12-31"
},
"measurement_criterion": "Mega-cap (top-10 by market cap) AI capex as % of revenue ≥2x median Russell 2000 in same fiscal year — countervailing evidence to 'big = conservative' narrative"
}
],
"repeat_eps": 1,
"untimeable": true,
"affiliation": "Uber",
"attribution": "FIRST_PERSON",
"episode_num": 244,
"granularity": "VAGUE",
"episode_date": "2026-04-02",
"parse_method": "UNMAPPABLE",
"domain_bucket": "Other",
"episode_title": "Uber's Robotaxi Playbook, End of Human Driving & $10B Bet on Robots | Dara Khosrowshahi (Uber CEO)",
"fault_line_id": "F001, F002, F003",
"flag_repeated": false,
"in_5yr_window": false,
"appears_in_eps": "244",
"is_macro_claim": false,
"total_mentions": 1,
"priority_weight": 4,
"ps_cluster_tags": [
"C2",
"C3",
"C5"
],
"active_end_month": 0,
"untimeable_reason": "philosophical observation about companies",
"active_start_month": 0,
"flag_nia_bracketed": false,
"track_record_grade": "B+",
"track_record_notes": "Uber CEO; 'drivers increase not decrease' 2030 call is counterintuitive but has been accurate on Uber's trajectory 2017-2026.",
"flag_near_term_2027": false,
"flag_high_conviction": true,
"milestones_phase2_at": "2026-05-02T03:20:39.376582+00:00",
"reference_class_match": {
"decision": "keyword_filtered",
"computed_at": "2026-04-30T01:49:13.796883+00:00",
"bes