↗What It Takes to Win

Interactive path comparison

Am I the next David Stavens?

A questionnaire can compare visible ingredients. It cannot reproduce David Stavens's timing, leverage origins, encounters, trajectory, or luck. Take the short quiz—then see exactly where the analogy stops working.

Milestone at 23Starting advantage 10/24Built/converted leverage 14/25Observed standing T3 · Domain-recognized

Independent educational analysis. Not affiliated with, endorsed by, or predictive of becoming David Stavens.

The comparison is the doorway, not the answer. A high match means some documented fields look similar. It does not mean the fields came from the same origins, interacted in the same order, or will produce the same outcome.

What the record actually contains

David Stavens's visible path ingredients

Grew up in Sioux City, Iowa; earned Princeton B.S.E. Computer Science magna cum laude at age 19, then Stanford M.S./Ph.D. under Sebastian Thrun. Key contributor on Stanley’s winning 2005 DARPA Grand Challenge stack; later co-founded and served as CEO of Udacity and co-founded medical AI company Nines.

Starting position · 10/24

Starting advantages

  • Elite institution pipeline2/2
  • Dedicated mentor / coach2/2
  • Exceptional peer / cofounder2/2
  • Frontier geography1/2
Multiplying capacity · 14/25

Built or converted leverage

  • Complementary teamAdvantage-enabled origin · medium confidence2/2
  • Started serious reps before 20Advantage-enabled origin · medium confidence1/1
  • Prior repsAdvantage-enabled origin · medium confidence2/3
  • Scarce skill depthAdvantage-enabled origin · medium confidence2/3

The surface comparison

Which visible ingredients do you share?

These questions are selected from David Stavens's strongest documented fields. For leverage, you will also identify where yours came from—the distinction a raw score hides.

The result is surface resemblance: descriptive overlap across the selected fields, not the probability that you become David Stavens.

01

Your starting advantages

What access or conditions were present near the beginning?

1. Did you have meaningful elite institution pipeline near the start?
2. Did you have meaningful dedicated mentor / coach near the start?
3. Did you have meaningful exceptional peer / cofounder near the start?
4. Did you have meaningful frontier geography near the start?
02

Your built or converted leverage

How much multiplying capacity is present now—and where did it come from?

1. How strongly does complementary team describe your current path?
2. How strongly does started serious reps before 20 describe your current path?
3. How strongly does prior reps describe your current path?
4. How strongly does scarce skill depth describe your current path?

What no quiz can recover

Luck acts across the entire path

Luck is not a fifth score. It changes the transitions between starting position, capability, trajectory, and outcome—and this successful-only dataset cannot estimate its size.

Structural luck

Birthplace, era, family, geography, institutions, and being near the right frontier.

Encounter luck

Meeting a collaborator, mentor, coach, investor, selector, or first customer.

Event luck

An algorithm boost, market shock, competitor failure, injury avoided, or unexpected opening.

Outcome variance

Similar visible inputs can still produce different results for reasons the record cannot recover.

Sequence matters

A score cannot reproduce this ordering

  1. 2001 · age 19Graduated Princeton with a B.S.E.

    In Computer Science, magna cum laude, at age 19.

  2. 2005 · age 23Co-created Stanford’s Stanley team that

    Won the DARPA Grand Challenge using self-supervised road/terrain learning.

  3. 2009 · age 27Won Qualcomm Innovation Fellowship with Jesse Levinson

    For indoor WiFi localization research at Stanford.

The useful conclusion

You do not need to become the next David Stavens.

Use this profile to inspect mechanisms, not borrow an identity. Your relevant problem is which moves fit your starting conditions, current leverage, constraints, timing, and acceptable risks.

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