plate 16Talent you cannot grade2026-08-06
plate 16 · 无法评级的人
Talent you cannot grade
You must commit to people before their real quality is observable, and the usual credentials measure something else.
Who is worth backing before anyone can prove it?
you are in this shape if
- The bad fit only reveals itself after it is expensive to undo
- The signal everyone hires on is a proxy for background, not ability
- Good people are trapped where they cannot show what they can do
the moves
- Make them self-select
- Offer a costly exit or a costly entry, and let the choice do the sorting your interview cannot.
- Buy the mispriced pool
- Hire the group the market wrongly discounts — the talent is the same and nobody is bidding.
- Pay for a sample of the work
- Replace the credential with a small, real, paid piece of the job.
where it was solved
- 1800Shanxi Piaohao MerchantsBanking and remittanceShanxi banks built detection into the accounting method itself instead of into personal oversight. Every branch closed its books on a fixed rhythm — daily, monthly and annually (日清、月结、年总) — and recorded transactions in a 'longmen' ledger (龙门帐) split into four mutually checking categories: income, expenditure, assets and liabilities, which had to balance against one another by construction. A manager who skimmed cash could not fake a single entry without the categories failing to reconcile. On top of that, a manager dismissed for misconduct was blacklisted across the entire piaohao trade, so no one branch's silence could bury the problem from every other house.The system let piaohao scale to dozens of banking houses and hundreds of branches run largely by non-family managers, at a time when embezzlement scandals were common in less rigorously audited Chinese trades. NBER economists studying the industry (Morck and Yang, 2010) count this internal-control architecture, alongside the banks' unusual share structures, among the reasons some historians argue Chinese merchants arrived at proto-modern banking practices independently, before any documented Western influence.
- 1914Ford Motor CompanyManufacturingFord roughly doubled pay overnight. The wage looked insane and attacked the invisible cost: training churn, absenteeism, and the line stoppages they caused.Turnover and absenteeism collapsed, productivity rose, the best workers queued at the gate — and workers could now afford the product.
- 1959Stephanie Shirley / Freelance Programmers (later F International)SoftwareAt her husband Derek's suggestion, Shirley began signing business correspondence 'Steve' — a family nickname — which got her letters answered before anyone realized the company's founder was a woman. She then built Freelance Programmers almost entirely from a talent pool the rest of the industry was ignoring: of the company's first 300 staff, only three were men. Women with children, pushed out of the workforce by the era's expectations, were hired on part-time, work-from-home contracts decades before either was standard practice anywhere.The nearly all-female hiring model ran until Britain's 1975 Sex Discrimination Act made it illegal to hire on that basis. By then the company — renamed F International, later FI Group — had grown into a business valued at close to $3 billion by 2000. When it floated on the stock market in 1996, Shirley's staff co-ownership structure made more than 70 of her employees millionaires.
- 1967W.L. Gore & AssociatesManufacturingFounder Bill Gore ran the company without titles or an org chart, coordinated instead by direct peer relationships — and noticed that above a couple hundred people in one building, that coordination broke down into cliques and hierarchy anyway. Rather than build bigger facilities to house growth, Gore drew a ceiling: once a plant neared its threshold, the company opened an entirely new, separate plant instead of expanding the existing one. The policy first played out in 1967, when the original Newark, Delaware operation neared capacity and Gore opened a second plant in Flagstaff, Arizona.By the mid-1980s Gore ran 29 small plants and 4,200 employees rather than a handful of sprawling ones; by 1993, over 40 plants and roughly 6,000 workers, still without traditional titles — a flat, low-turnover culture management writers now discuss alongside research on human group-size limits.
- 1969Nucor CorporationSteel manufacturingIverson set hourly base pay below the industry average, then paid a weekly production bonus — calculated independently for small teams of 7–8 workers and tied directly to the tonnage and quality their line actually shipped — that typically ran 150–200% of base pay, posted and paid out weekly with no supervisor discretion. Because bonus, not base wage, carried most of total pay, Nucor could absorb a demand collapse by letting the bonus shrink toward zero and cutting hours, while making an unwritten but consistently honored commitment: no employee is laid off for lack of work.In the 2008–2009 recession, steel demand fell roughly 70% and Nucor's capacity utilization dropped from 100% to 30%; worker pay fell about 40% as bonuses evaporated, yet the company kept all 20,000 employees on payroll, using idle time for training and maintenance, and stayed profitable through the recession while competitors cut headcount. Nucor posted a profitable year in every year from 2010 through at least 2024, a run no other major US steel producer matched.
- 1980Semco S/AIndustrial manufacturingEmployees set their own salaries. They fill out a self-evaluation, then weigh their number against four things everyone in the room can also see: published external market rates, internal pay for comparable roles, what peers doing similar work actually earn, and their own stated financial needs — with the company's pay surveys and comparable salary data made openly available rather than held by management. About a quarter of Semco's workforce set pay this way at any time; because the number is defended in front of colleagues who have the same data and would notice an inflated claim, it functions as public accountability rather than an unchecked request.Semco grew from $4 million in revenue and 90 employees in 1982 to $35 million by 1994 and $212 million with roughly 3,000 employees by 2003, sustaining one of the highest growth rates of any company in Brazil through periods when large multinationals entered its markets and the country went through repeated recessions — including 1990, when Semco itself cut management salaries 40% and gave employees approval rights over every item of company spending rather than imposing layoffs unilaterally.
- 1996Huawei (Ren Zhengfei)TelecommunicationsIn January 1996, Ren Zhengfei had every cadre in Huawei's marketing department — directors and above, including the department's own acting head — submit a formal resignation letter and a self-assessment report at the same time. The company then accepted one document or the other for each person: roughly 30% of the department's leadership had their resignations approved and were replaced, while the rest were rehired into the same or a different role — with no individual singled out, since everyone had technically just resigned together.The purge reset a full layer of leadership, including the acting marketing president, without a single individual negotiation, severance dispute, or accusation of being personally targeted, because the entire department had submitted the identical letter. Huawei's own retrospectives treat it as the founding act of its "能上能下" (mobility runs in both directions) culture, formally commemorated with a ceremony and gold medals for participants in 2000.
- 1996Lao Gan Ma (老干妈, founder Tao Huabi)Food manufacturingWhen a new ring road routed truck traffic past her stall in 1994, Tao began handing out free jars of the chili paste to passing drivers instead of trying to sell them noodles — a captive, mobile audience that carried the sauce's name across Guizhou province by word of mouth on their routes. By 1996 she closed the restaurant entirely, rented two rooms with her savings, hired 40 workers, and turned what had been a free side condiment into the sole product; the company incorporated formally in 1997.Lao Gan Ma grew from a 40-worker back-room operation into China's best-known chili sauce brand, sold in more than 30 countries. Reported figures vary by source and year: Women of China put company assets at roughly 1.3 billion yuan (about $190 million) with 2,000 employees around 2011, and Wikipedia cites peak annual revenue of about 4.55 billion yuan in 2016 before a recipe change briefly dented sales; a separate Chinese business account cites a much larger 33.7 billion yuan annual output figure for 2012, which appears to measure gross production value rather than revenue and is not reconciled here.
- 2008ZapposE-commerceOne week into training, every new hire got 'The Offer': quit today, keep your pay, plus a $2,000 bonus. Taking the money disqualified exactly the people it was designed to catch.Only 2–3% took it; the rest had publicly chosen the job over cash. Misfits self-identified for $2,000 instead of months of salary.
- 2018Haidilao (Zhang Yong)RestaurantsInstead of relying on non-competes or retention bonuses to stop capable deputies from leaving — or from being quietly held back by managers who feared training their own replacement — Haidilao let each store manager choose a second pay formula: a smaller cut of their own store's profit (0.4%), plus a share of every store later opened by a manager they had personally trained (3.1%), plus a smaller share of those proteges' own proteges' stores (1.5%). Training the most successful successors, not running the best single restaurant, became the highest-paying job in the company.Store openings accelerated sharply, with Haidilao's outlet count growing at roughly 41% annually from 2017 and its opening pace exceeding 50% in 2018 around its Hong Kong IPO. The same incentive later became a documented liability: at a 2021 shareholder meeting, founder Zhang Yong publicly blamed the multiplying royalty structure for driving reckless over-expansion, and the company closed around 300 underperforming stores that year — an honest coda to a mechanism that worked exactly as designed, just for longer than it should have.
- 2023Pangdonglai (胖东来)RetailInstead of asking staff to simply tolerate abuse as an unpriced cost of frontline work, Pangdonglai made the abuse itself the trigger for a specific cash payment — turning a previously invisible, unpaid cost that employees bore silently into a visible, budgeted, disclosed transaction the company took responsibility for.Between January and October 2025 alone, Pangdonglai disclosed roughly 359,000 yuan paid out across 33 documented cases affecting 53 employees, with individual payments as high as 30,000 yuan for a case where a store employee was struck and repeatedly hit with a phone while intervening in a customer altercation — payouts and case details made public rather than settled quietly.
what breaks in transit
- Costly signals filter for the ability to bear the cost, which is not always the ability you want.
- A pool is mispriced for a reason that may be legal, temporary, or about to reverse.
- Self-selection schemes are read as gimmicks unless the organisation behind them is genuinely worth staying for.