📈 Code-for-hire outsourcers displace white-collar labor first
Chamath's named call on where AI labor displacement shows up in the numbers before anywhere else: the code-for-hire scale shops - TCS, Accenture (~750k employees), Cognizant - have the most immediate and most shareholder-rewarded incentive to use LLM coding tools to squeeze opex, lift utilization rates and expand profitability, so they are the first firms to displace human labor at scale, ahead of law firms, accounting firms or any other white-collar vertical. AI eliminates unit testing and most routine coding, so the same or fewer engineers deliver more; it will be 'less visible in other companies'.
0
CONVICTION
peaked 51.3 WATCH
DORMANT
band · contested
▲ LONG ACN
expression · bullish equities
PARTIAL
outcome · R +23.1% · α -6.5%
2024-03-31
window closed
⚖ Why this verdict
fully deterministic — evaluate.py replays this from daily closes; nothing below is editable or hand-set
- Window: 2023-03-31 → 2024-03-31 — first mention + 12-month horizon, then the window locks.
- The call: ▲ LONG ACN (primary play). ACN rose 23.1% over the window → direction-adjusted R = +23.1% (the call made money).
- Benchmark: holding SPY over the same window returned +29.6% → α = +23.1 − (+29.6) = -6.5% — what this call made or lost against just owning the index. This is the number the verdict uses.
- Rule fired:
· HIT — R ≥ +10% AND α ≥ +5▶ PARTIAL — R ≥ +5% OR α ≥ 0· MISS — everything else
- Credit: supporters of a PARTIAL earn 0.5 each, opposers the inverse — this feeds the scoreboard weights. supported: nobody | opposed: Chamath, Friedberg
Conviction timeline
bands: green ≥ 65 · watch ≥ 45 · ember ≥ 15
Plays vs SPY · % since first mention (2023-03-31)
Plays
| expression | symbol | kind | relevance | rationale |
|---|---|---|---|---|
| ▲ LONG | ACN | stock | PRIMARY | Accenture, named, the largest listed code-for-hire shop and the cleanest read on AI-driven utilization and margin expansion |
| ▲ LONG | CTSH | stock | adjacent | Cognizant, named in the same breath, same headcount-leveraged services model |
| ▲ LONG | INFY | stock | adjacent | Tata Consultancy Services is not US-listed; the Infosys ADR is the closest listed Indian IT-services proxy for the TCS leg of the call |
Mention log
Chamath
equities w=0.84 · n=160
· E122 (2023-03-31) · explicit_prediction · strength 3
▶ 1:01:18
SUPPORT
“But what I would tell you, Jason, to answer the white collar question is I think there are a handful of companies you need to look at exclusively because they will be the first ones to really figure out how to displace human labor. And that is TCS, so Tata Consulting Services, Accenture, Cognizant.”
Chamath
equities w=0.84 · n=160
· E126 (2023-04-28) · explicit_prediction · strength 3
▶ 32:50
SUPPORT
“By the way, we said that the first organizations to use this, like the Canary and the Coal Mine would be the consulting organizations. And today when Harvey got announced, one of the things that right on the heels of that, PricewaterhouseCoopers announced like a billion dollar investment into AI.”
Chamath
equities w=0.84 · n=160
· E168 (2024-03-01) · explicit_prediction · strength 3
▶ 1:00:03
REVERSAL
“So if you look at everybody else, for example, here's Teleperformance, which is a French company that runs call centers. ... They lost $1.7 billion of market cap when that tweak went up, about 20% of their market cap. So this is the real practical implication. ... Because at the limit, if every single company is able to implement something that is as economically efficient as what Klarna did, Teleperformance doesn't exist and there's $10 billion and $335,000 employees that will not have a job.”
Who built this conviction
each voice's total force on the score — supports and opposes from every mention, weighted exactly as the replay applied them · share = % of all mention-driven movement
⏳ decay drained -35.3 over the idea's life — that's time passing, attributed to no one
Score events
| episode | kind | Δ | after | note |
|---|---|---|---|---|
| E122 2023-03-31 | init | +35.2 | 35.2 | E122 born by Chamath (explicit_prediction x3) [w=0.84] |
| E123 2023-04-07 | decay | -1.4 | 33.8 | E123 silent |
| E124 2023-04-14 | decay | -1.4 | 32.4 | E124 silent |
| E125 2023-04-21 | reinforce | +10.2 | 42.6 | E125 Chamath support x3 [w=0.84] |
| E126 2023-04-28 | reinforce | +8.7 | 51.3 | E126 Chamath support x3 [w=0.84] |
| E128 2023-05-12 | decay | -2.1 | 49.2 | E128 silent |
| E129 2023-05-19 | decay | -2.0 | 47.2 | E129 silent |
| E130 2023-05-26 | decay | -1.9 | 45.3 | E130 silent |
| E131 2023-06-02 | decay | -1.8 | 43.5 | E131 silent |
| E132 2023-06-10 | decay | -1.7 | 41.8 | E132 silent |
| E133 2023-06-16 | oppose | -10.4 | 31.4 | E133 Friedberg opposes x2 [w=0.87] |
| E134 2023-06-24 | decay | -1.3 | 30.1 | E134 silent |
| E135 2023-07-01 | decay | -1.2 | 28.9 | E135 silent |
| E136 2023-07-09 | decay | -1.2 | 27.8 | E136 silent |
| E137 2023-07-14 | decay | -1.1 | 26.7 | E137 silent |
| E139 2023-07-27 | decay | -1.1 | 25.6 | E139 silent |
| E140 2023-08-04 | decay | -1.0 | 24.6 | E140 silent |
| E141 2023-08-11 | decay | -1.0 | 23.6 | E141 silent |
| E142 2023-08-18 | decay | -0.9 | 22.6 | E142 silent |
| E143 2023-08-25 | decay | -0.9 | 21.7 | E143 silent |
| E144 2023-09-01 | decay | -0.9 | 20.9 | E144 silent |
| E146 2023-09-22 | decay | -0.8 | 20.0 | E146 silent |
| E147 2023-09-29 | decay | -0.8 | 19.2 | E147 silent |
| E148 2023-10-07 | decay | -0.8 | 18.5 | E148 silent |
| E149 2023-10-13 | decay | -0.7 | 17.7 | E149 silent |
| E150 2023-10-20 | decay | -0.7 | 17.0 | E150 silent |
| E151 2023-10-27 | decay | -0.7 | 16.3 | E151 silent |
| E152 2023-11-03 | decay | -0.7 | 15.7 | E152 silent |
| E156 2023-12-08 | decay | -0.6 | 15.1 | E156 silent |
| E157 2023-12-16 | decay | -0.6 | 14.5 | E157 silent |
| E158 2023-12-23 | decay | -0.6 | 13.9 | E158 silent |
| E159 2023-12-29 | decay | -0.6 | 13.3 | E159 silent |
| E160 2024-01-06 | decay | -0.5 | 12.8 | E160 silent |
| E161 2024-01-13 | decay | -0.5 | 12.3 | E161 silent |
| E162 2024-01-19 | decay | -0.5 | 11.8 | E162 silent |
| E163 2024-01-26 | decay | -0.5 | 11.3 | E163 silent |
| E164 2024-02-02 | decay | -0.5 | 10.9 | E164 silent |
| E165 2024-02-09 | decay | -0.4 | 10.4 | E165 silent |
| E166 2024-02-16 | reinforce | +11.3 | 21.7 | E166 Chamath support x2 [w=0.84] |
| E167 2024-02-23 | decay | -0.9 | 20.8 | E167 silent |
| E168 2024-03-01 | reversal | -12.5 | 8.3 | E168 Chamath flips |
| E169 2024-03-08 | decay | -0.3 | 8.0 | E169 silent |
| E170 2024-03-15 | decay | -0.3 | 7.7 | E170 silent |
| E171 2024-03-22 | decay | -0.3 | 7.4 | E171 silent |
| E172 2024-03-29 | decay | -0.3 | 7.1 | E172 silent |