What if you could “read” a CEO pay package like a blueprint—then back out what the board must have believed about effort, incentives, and value creation?
This video is an AI-powered music/visual adaptation of research on superstar CEO compensation, using the Elon Musk / Tesla 2018 package as a motivating case. The core idea: invert the contract—move from observed pay shape to the implied economics underneath.
🎸 “Invert the Contract”
[Verse 1 – Driving riff, steady drums]
They wrote the pay in flashing lights,
Stock price rising through the nights,
Billions hanging from the sky —
But no one asked the question why.
Boards speak soft in polished tone,
“Superstar” carved in marble stone,
But numbers hide beneath the flame,
So I tore the model from the frame.
Hidden action, effort unseen,
Between zero and one — the space between,
If pay explodes when markets rise,
What did they build? What did they imply?
[Pre-Chorus – Build tension]
You can’t just shout that he’s the one,
You need the math behind the gun.
Strip it down, expose the core —
Find what all that money’s for.
[Chorus – Big, wide, arena shout]
Invert the contract!
Break it apart!
From wage to value to the heart.
No more stories, no disguise —
Show me the truth in shareholders’ eyes.
Invert the contract!
Let it be known —
From payoff curve to effort shown.
If the numbers scream that he’s the star,
Then prove how valuable his actions are.
[Verse 2 – More intensity]
Tesla roaring through the sky,
Market cap climbing tenfold high,
Options stacked in twelve-tier lines,
Milestones ticking, grand designs.
Thirty billion — that’s the play,
Not eight hundred blown away.
Luck and drift and random flame,
Effort’s smaller than the fame.
Outside option? Not that tall.
Cost of effort — that’s the wall.
Convex pay with option bite,
To pull the focus back to light.
Binary effort, capped at peak,
Unbounded pay? The model speaks —
You need continuous fire to burn,
First-order truths that boards must learn.
[Chorus – Louder]
Invert the contract!
Break it apart!
From likelihood to risk and heart.
Covariance screaming in the night —
Performance on pay reveals the fight.
Invert the contract!
Strip the gloss!
Measure incentive, measure cost.
If billions move when effort’s small,
Then who was really paid at all?
[Bridge – Slower, dramatic]
Risk-neutral limit, r goes one,
Log wage moments — regression done.
Delta over C — the line is clear,
How much output per dollar here?
Convex curves and option sparks,
Tell you where the effort marks.
Not just price and not just fame,
But what the contract had to claim.
[Breakdown – Heavy, gritty]
You can’t just say
“He’s worth the sky”
You need the drift
You need the why
You need the counterfactual line
What happens when the effort dies?
[Final Chorus – Full band, huge finish]
Invert the contract!
Lift the veil!
From incentive plan to moral hazard tale.
Superstar fire, spotlight bright —
But theory stands in the fight.
Invert the contract!
Make it real!
Show what the compensation reveals.
If you’re gonna vote, if you’re gonna decide —
Know what primitives lie inside.
📄 Original research paper (Stanford GSB Working Paper)
Explaining the Compensation of Superstar CEOs: The Case of Elon Musk
https://www.gsb.stanford.edu/faculty-resea...
🧾 Also available on SSRN (PDF/abstract page)
https://ssrn.com/abstract=4863514
🎬 Made with
Suno (music) + Runway (image-to-video generations) + Camtasia (edit/stitch) + ChatGPT (lyrics)
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