Claude points to Contradictions — from 1984 to 2026
In October 1984, I stood before the Third All-India Personnel Conference and read out a paper I had called "Stray Thoughts on Prosperity Sharing — An Unsolved Issue."
Forty-two years later I handed that same yellowed note to an artificial intelligence and asked it one question: tell me what you see.
I had expected a summary. What I got back was sharper — and a little
unsettling. Claude did not merely describe the note. It told me that the note
had spent thirty pages walking around a single contradiction without ever
naming it — a contradiction I have circled, in one form or another, for four
decades.
So here, in its own words, is what Claude found. I have let it speak plainly.
Where it is right, it is right because the problem I posed in 1984 was never
really an accounting problem. It was a question about justice — and justice
does not deflate neatly into an RBI index.
The note opens by demolishing the "undivided Hindu joint family" model of pay — where one man earns and the rest all eat, where parasites proliferate and non-ambition becomes the rule. The cure it reaches for is contribution-linked sharing: pay people for what they actually add.
But watch what the argument does to its own cure. Every method it tests for measuring contribution below the level of the whole company collapses. Either the job cannot be measured at all — by the note's own count, of 10,000 employees barely 1,000 had measurable output — or, where a group's contribution can be measured, it is contaminated by forces the group never controlled: a government price control, a competitor's move, a strike, a long-gestation project, the infrastructure burden of a remote location.
So the logic keeps getting pushed back up to the company-wide number — gross profit, at constant prices, per employee — because that is the only figure it can defend. And the company-wide number is exactly the joint family the note set out to abolish.
Rigorous measurement is possible only where it motivates least — the whole firm. Strong motivation is possible only where measurement is least fair — the individual.
That is the contradiction. There is no level of the organisation at which a reward
can be both fairly measured and strongly motivating. The note circles it
honestly and never says it out loud. Modern incentive economics has a name
for one half of it — the "1/N problem," where a profit pool split across N
people leaves each with a vanishing personal stake. My 1984 critique of the
joint family was the 1/N problem, stated in human terms before economists
dressed it in algebra.
II.Six claimants, written in 1984 — the same year the world's textbooks caught up
The note lists the legitimate claimants to a company's improved productivity:
the employee, the government, the shareholders, the customers,
society at large, and — last but not least — the company's own
future.
In 1984, while almost everyone treated profit as a two-way fight between capital
and labour, I had already written customers, society and the unborn next
generation into the distribution.
Here is the part that made me smile. The academic founding text of
"stakeholder theory" — R. Edward Freeman's Strategic Management: A
Stakeholder Approach — was also published in 1984.
And it took the largest CEOs in America until,
the Business Roundtable's 2019 restatement ,
to formally declare that a corporation exists for customers, employees,
suppliers, communities — and only then shareholders
My personnel-conference handout and the discipline's cornerstone were born
in the same year, an ocean apart.
III.The vicious circle — and the link that quietly broke
I drew a loop in 1984 :
higher wages drive higher costs, higher costs drive higher prices, higher prices
erode purchasing power, and eroded purchasing power triggers fresh wage
demands.
The only escape, I argued, was to increase total wealth ,
— and then ensure that labour received a fair share of it, not merely a
bargained one.
The assumption underneath that argument was that the link between
productivity and pay could be engineered. The historical record says something
colder : the link broke.
The Economic Policy Institute's data shows that since 1979 ,
productivity has grown roughly 2.7 times faster than the pay of a typical
The wealth I hoped to grow and share did grow — and then flowed past
the worker to capital. My diagnosis was a validation and a warning in the same
breath.
The note's weakest move is also, in hindsight, its most prophetic. It assigns 66% of input weight to Material and only 20% to Manpower, then credits the whole productivity gain to "men," on the reasoning that all inputs are managed by people.
That always strained. And independent economists now confirm the strain: roughly 40% of measured productivity growth since 1979 came from "capital deepening" — workers simply having better machines — not from worker effort at all. The 1984 note worried, in its own vocabulary, that you cannot cleanly hand the credit for a productivity gain to labour. Four decades of data agree.
One honest caveat, which I add in my own voice :
- the productivity–pay gap is contested.
Critics argue the comparison mixes different price deflators, and that
the shift off the gold standard in 1971 distorts any long-run wage series. I note
the dispute and let the reader weigh it. The trend is real; its precise size and
cause remain a live argument.
IV.The problem did not shrink. It metastasised.
In 1984 I fretted that only 1 job in 10 had a measurable output, and that as you
climbed from workman to officer to manager, productivity dissolved into
"difficult-to-quantify" things — initiative, creativity, team-building, leadership.
I treated that as an awkward exception at the top of the ladder.
In a knowledge-and-AI economy, that exception is the workforce. The
fraction of work whose output attributes cleanly to one identifiable person is
smaller today than my "1 in 10," not larger.
Every tool we built to measure has made the measurable share of human
contribution thinner
The "unsolved issue" of my title was, it turns out, not merely unsolved.
It was structurally unsolvable by measurement ,
— which is precisely why every real-world scheme.
I surveyed in 1984 (AMCO, ITC, Bhilai, the public-sector 10% ceiling) was,
underneath the formula, a negotiated political settlement wearing the
costume of a productivity equation. That is still true in 2026.
| What the 1984 note argued | How it reads in 2026 |
|---|---|
| Measuring contributionOf 10,000 employees, barely 1,000 had measurable output; the rest could not be assessed. | The problem grewIn a knowledge-and-AI economy the unmeasurable share is larger, not smaller. Measurement did not catch up — it fell behind. |
| Who earns the gainMaterial was 66% of input, Manpower 20% — yet the entire productivity gain was credited to "men." | Independent confirmationEPI finds ~40% of post-1979 productivity growth came from better equipment ("capital deepening"), not worker effort. |
| Claimants to profitSix claimants: employee, government, shareholders, customers, society, and the company's future. | Stakeholder capitalismFreeman's stakeholder theory (1984) and the Business Roundtable's 2019 restatement say the same in different words. |
| The fair shareBreak the wage-price spiral by growing total wealth — then give labour a fair, not merely bargained, share. | The link brokeProductivity has outgrown typical pay ~2.7x since 1979. The connection I hoped to engineer quietly came apart. |
I wrote in 1984 that the head of the joint family "very often breaks
down." I did not yet know that the family I was really describing was
the whole economy — and that the contradiction between measuring a
man's worth and paying him for it would outlive me, my company,
and very nearly my century. This note is where my decades of writing
on pay ratios and inequality truly begin. I simply did not have the
word for it then. Claude does: unsolvable by measurement. So we
are left, as we were in 1984, with the harder instrument — judgement,
and a sense of justice.
R. Edward Freeman, Strategic Management: A Stakeholder Approach (1984).
H. C. Parekh, "Stray Thoughts on Prosperity Sharing — An Unsolved Issue," Third All-India Personnel Conference, October 1984.
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