No robot plumbers or HVAC repair people anytime soon
Predictor: Andrew Yang · ep#236 "Andrew Yang: UBI Before UHI, Solving Job Loss, and the Future of Work | #236" · source
Prediction text
No robot plumbers or HVAC repair people anytime soon | We're not going to have a robot plumber anytime soon. We're not going to have a robot HVAC repair um person anytime soon.
Verbatim quote
We're not going to have a robot plumber anytime soon. We're not going to have a robot HVAC repair um person anytime soon.
Predictor: Andrew Yang
Calibration plot (stated vs observed)
Evidence about this node from Andrew Yang 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
- 2026-04-30hitRobotLAB / industry consensus: commercial robot plumber 'by end of decade'How: Major robotics industry analyst publicly forecasts first commercially viable robot plumber not until end of decade (i.e. 2029-2030)Source: RobotLAB — Robotics in 2026: Predicting The Top 7 Trendsconf 85%Notes: HIT — RobotLAB explicitly forecasts robot plumber 'by end of decade'. Aligns with Yang's 'not anytime soon' framing for SEM_020 window 2026-2030.
- 2025-09-01 → 2026-12-31pending1X Neo housekeeper at $20K reaches consumer marketHow: 1X Technologies Neo home robot ships to first paying customers at announced ~$20K price pointSource: Fortune — Neo robot housekeeper for $20K (Oct 2025)conf 60%Notes: Cascade — provides counter-data to Yang's claim. Neo is housekeeper, not plumber/HVAC, but it's the closest marker. Note: still requires human teleoperator per Fortune coverage.
- 2027-02-14pendingQ1 window check-in (25%)
- 2026-04-01 → 2027-12-31pendingHumanoid dexterous-manipulation benchmark fails plumbing tasksHow: Public humanoid demonstration (Figure, 1X, Tesla, Apptronik, Boston Dynamics) fails to complete a structured plumbing or HVAC repair task end-to-end without remote operator assistSource: Wins Solutions — Humanoid Robots 2025-2026 reality vs hypeconf 75%Notes: Plumbing requires fine dexterous manipulation in cluttered/unpredictable environments — exactly the gap robots have today.
- 2027-12-02pendingQ2 window check-in (50%)
- 2028-09-18pendingQ3 window check-in (75%)
- 2029-01-01 → 2031-06-30pendingFirst commercially viable humanoid trades robot reaches marketHow: Humanoid robot specifically marketed and sold for skilled-trades use (plumbing, HVAC, electrical) at price <$50K reaches first commercial customersSource: Anticipated — Figure, 1X, Apptronik commercial roadmapsconf 30%Notes: If hits before 2030, partially undermines Yang's claim. If hits 2030+, confirms it.
- 2026-04-01 → 2034-12-31pendingBLS HVAC employment grows 8% (2024-2034) per official projectionHow: BLS Occupational Outlook Handbook continues to project HVAC technician growth ~8% through 2034 with ~40,100 openings/year — implying robot-displacement assumption is NOT in baselineSource: Trade-Schools.net — Will AI Replace Skilled Trades? (citing BLS)conf 95%Notes: BLS not pricing in robot HVAC repair displacement = direct quantitative validation of Yang's 'not anytime soon' framing.
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
| Kind | Node | Their prob | P(c|s=T) | P(c|s=F) | Δ implied |
|---|---|---|---|---|---|
| killer | TK08 Humanoid Capital Collapse (Figure/Apptronik Flop) | 22.0% | 0.050 | 0.600 | +0.170 |
| prereq | S_HUMANOID_CONSUMER_2030 Humanoid R3: 1M+ consumer by Nov 2030 | 20.0% | 0.600 | 0.050 | -0.149 |
Top outgoing (children)
Predictions THIS node influences
No outgoing edges.
Ticker exposure
Beneficiaries (24)
Adverse (5)
Prerequisites (2)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| prereq | S_HUMANOID_CONSUMER_2030 | Humanoid R3: 1M+ consumer by Nov 2030 | humanoid_deployment | — |
| killer | TK08 | Humanoid Capital Collapse (Figure/Apptronik Flop) | — | — |
Dependents (0)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| No dependents | ||||
Raw metadata
{
"nia": false,
"url": "https://www.youtube.com/watch?v=toE56X2h0wk",
"mode": "PREDICTION",
"role": "Guest-Politician",
"context": "Elon might disagree with me but like you know I'm pretty confident I'm right. We're not going to have a robot plumber anytime soon. We're not going to have a robot HVAC repair um person anytime soon. Like all of the old buildings will still need electricians of which there's a massive shortage.",
"verbatim": "We're not going to have a robot plumber anytime soon. We're not going to have a robot HVAC repair um person anytime soon.",
"conv_cues": "pretty confident I'm right; not going to have",
"direction": "NOT_HAPPEN",
"timeframe": "Not anytime soon",
"conv_level": "HIGH",
"milestones": [
{
"kind": "llm_pre_event",
"label": "RobotLAB / industry consensus: commercial robot plumber 'by end of decade'",
"notes": "HIT — RobotLAB explicitly forecasts robot plumber 'by end of decade'. Aligns with Yang's 'not anytime soon' framing for SEM_020 window 2026-2030.",
"source": "RobotLAB — Robotics in 2026: Predicting The Top 7 Trends",
"status": "hit",
"weight": 0.4,
"ordinal": -6,
"source_id": null,
"confidence": 0.85,
"source_url": "https://www.robotlab.com/group/blog/robotics-in-2026-predicting-the-top-7-trends-of-the-year/",
"expected_date": "2026-04-30",
"observed_date": "2026-04-30",
"research_origin": "deep_research",
"measurement_criterion": "Major robotics industry analyst publicly forecasts first commercially viable robot plumber not until end of decade (i.e. 2029-2030)"
},
{
"kind": "llm_post_event",
"label": "1X Neo housekeeper at $20K reaches consumer market",
"notes": "Cascade — provides counter-data to Yang's claim. Neo is housekeeper, not plumber/HVAC, but it's the closest marker. Note: still requires human teleoperator per Fortune coverage.",
"source": "Fortune — Neo robot housekeeper for $20K (Oct 2025)",
"status": "pending",
"weight": 0.4,
"ordinal": -5,
"source_id": null,
"confidence": 0.6,
"source_url": "https://fortune.com/2025/10/31/neo-robot-automation-housekeeper-1x-technologies-humanoid-remote-operator-is-here-blue-collar-jobs-artifical-intelligence/",
"expected_date": "2026-05-02",
"research_origin": "deep_research",
"expected_date_range": {
"to": "2026-12-31",
"from": "2025-09-01"
},
"measurement_criterion": "1X Technologies Neo home robot ships to first paying customers at announced ~$20K price point"
},
{
"kind": "quartile_checkpoint",
"label": "Q1 window check-in (25%)",
"status": "pending",
"weight": 0.05,
"ordinal": -4,
"source_id": null,
"expected_date": "2027-02-14",
"observed_date": null
},
{
"kind": "llm_pre_event",
"label": "Humanoid dexterous-manipulation benchmark fails plumbing tasks",
"notes": "Plumbing requires fine dexterous manipulation in cluttered/unpredictable environments — exactly the gap robots have today.",
"source": "Wins Solutions — Humanoid Robots 2025-2026 reality vs hype",
"status": "pending",
"weight": 0.4,
"ordinal": -3,
"source_id": null,
"confidence": 0.75,
"source_url": "https://www.winssolutions.org/humanoid-robots-2025-2026-reality-hype/",
"expected_date": "2027-02-14",
"research_origin": "deep_research",
"expected_date_range": {
"to": "2027-12-31",
"from": "2026-04-01"
},
"measurement_criterion": "Public humanoid demonstration (Figure, 1X, Tesla, Apptronik, Boston Dynamics) fails to complete a structured plumbing or HVAC repair task end-to-end without remote operator assist"
},
{
"kind": "quartile_checkpoint",
"label": "Q2 window check-in (50%)",
"status": "pending",
"weight": 0.05,
"ordinal": -2,
"source_id": null,
... (truncated)