Interview difficulty
xAI pays $200,311 for every point of interview difficulty. Few candidates get to collect.
Dividing median pay by interview difficulty rewards companies that pay far above the market without an unusually punishing loop. The offer-rate column changes the picture.
Take xAI’s median tech pay, $645,000, and divide it by the 3.22 difficulty rating candidates give its interviews. The result, $200,311 per point, is the highest in Dataford’s ranking of pay per unit of interview effort. Anthropic ($169,207) and Netflix ($164,744) are next.
Two routes to the top
Companies reach the top of the ratio from opposite directions. The first six rows get there on pay: medians of $468,000 to $645,000 at difficulty ratings between 3.07 and 3.28. EvenUp, Plaid and Instacart get there on the other side of the fraction, with ratings between 2.74 and 2.94. Instacart, for example, pays $298,300 and converts 32 percent of candidates, for $108,869 per point.
The column the ratio leaves out
The ratio says nothing about the odds of being hired. Anthropic converts 4 percent of reported interviews, OpenAI 9 percent, Stripe 16 percent, and EvenUp and Plaid 17 percent each. Across the top six, offer rates run from 4 to 27 percent. Several of these companies, the post notes, pay well precisely because almost nobody gets in.
Offer rate, top 10 by pay per difficulty point, plus Amazon
Amazon ranks 23rd on the ratio but has the highest offer rate among the 25.
Further down, the odds improve. Amazon converts 35 percent, Navan 34 percent, Instacart 32 percent and Intuit 30 percent. The post’s own comparison: for most candidates, Amazon at $91,538 per point and a 35 percent offer rate is a better expected-value bet than Anthropic at $169,207 and 4 percent.
Three companies clear every bar, by the post’s reckoning. Intuit, Plaid and Chime pair average difficulty with medians of $270,000 to $370,000, work-life ratings of 4.1 to 4.3 and offer rates between 17 and 30 percent. Intuit pays $345,438 at a 3.08 difficulty with a 4.2 work-life rating.
| # | Company | Pay per difficulty point | Median pay | Difficulty | Offer rate | Positive | Work-life | Reports |
|---|---|---|---|---|---|---|---|---|
| 1 | xAI | $200,311 | $645,000 | 3.22 | 23% | 51% | 3.3 | 129 |
| 2 | Anthropic | $169,207 | $555,000 | 3.28 | 4% | 36% | 3.8 | 550 |
| 3 | Netflix | $164,744 | $514,000 | 3.12 | 18% | 54% | 3.0 | 1,702 |
| 4 | Snap | $158,925 | $487,900 | 3.07 | 27% | 48% | 3.5 | 856 |
| 5 | Uber | $157,445 | $503,825 | 3.20 | 27% | 55% | 3.3 | 1,626 |
| 6 | OpenAI | $144,996 | $468,338 | 3.23 | 9% | 34% | 3.5 | 831 |
| 7 | EvenUp | $144,859 | $409,950 | 2.83 | 17% | 30% | 2.5 | 171 |
| 8 | Stripe | $134,722 | $436,500 | 3.24 | 16% | 48% | 3.2 | 915 |
| 9 | Plaid | $125,848 | $369,992 | 2.94 | 17% | 42% | 4.3 | 576 |
| 10 | Airbnb | $123,306 | $382,250 | 3.10 | 25% | 43% | 3.9 | 1,026 |
| 11 | Intuit | $112,155 | $345,438 | 3.08 | 30% | 50% | 4.2 | 921 |
| 12 | DoorDash | $109,639 | $336,591 | 3.07 | 19% | 36% | 3.3 | 1,043 |
| 13 | Instacart | $108,869 | $298,300 | 2.74 | 32% | 46% | 3.6 | 1,060 |
| 14 | Meta | $108,179 | $360,236 | 3.33 | 20% | 57% | 2.7 | 1,743 |
| 15 | Waymo | $99,640 | $296,928 | 2.98 | 25% | 52% | 3.8 | 451 |
| 16 | Twitch | $98,864 | $293,625 | 2.97 | 21% | 45% | 3.7 | 766 |
| 17 | Rippling | $98,721 | $298,139 | 3.02 | 19% | 39% | 2.8 | 1,149 |
| 18 | Navan | $95,638 | $269,700 | 2.82 | 34% | 40% | 3.8 | 433 |
| 19 | Lyft | $95,627 | $289,750 | 3.03 | 22% | 49% | 4.0 | 1,147 |
| 20 | Asana | $95,556 | $292,400 | 3.06 | 18% | 42% | – | 710 |
| 21 | Airtable | $94,006 | $298,000 | 3.17 | 21% | 45% | 3.9 | 269 |
| 22 | Apple | $92,665 | $292,822 | 3.16 | 29% | 61% | 3.5 | 1,212 |
| 23 | Amazon | $91,538 | $293,838 | 3.21 | 35% | 59% | 3.1 | 2,875 |
| 24 | Chime | $91,074 | $271,400 | 2.98 | 28% | 48% | 4.1 | 543 |
| 25 | GitHub | $90,739 | $260,420 | 2.87 | 19% | 41% | 3.9 | 443 |
Shaded rows convert 30 percent or more of candidates. Click a column to sort. Source: Dataford.
How the numbers work
The ratio is company median tech pay divided by mean candidate-reported difficulty, for companies with 100 or more rated reports. It flatters companies whose interviews are only slightly harder than average but whose pay is far above it. It does not measure your chances; read it alongside the offer-rate column. Method notes are in the original analysis.