11/24 starting-position score
Strongest documented signals: Elite institution pipeline, Frontier geography, Dedicated mentor / coach.
Describes the starting position, not what the person later made of it.
Born in Daqing, Heilongjiang, China; family relocated her to Beijing at age 10 for intensive table tennis training. Family financial background not documented.
Retired from competitive table tennis in September 2021; pursuing a master's degree at Peking University in Physical Education; serves as Principal of Beijing Xiannongtan Sports Technical School and President of the Beijing Table Tennis Association.
Strongest documented signals: Elite institution pipeline, Frontier geography, Dedicated mentor / coach.
Describes the starting position, not what the person later made of it.
Strongest observed levers:Domain proximity, Started serious reps before 20, Prior reps.
Measures what was present, not whether it was inherited, earned, self-built, external, or mixed.
The timeline below shows the sequence of work and transitions around the selected early milestone. It is evidence of a path, not proof that every step was necessary.
Legendary or globally iconic career standing. The tier summarizes documented career recognition through the data cutoff—not Ding Ning's worth or future potential.
Question four · where did the leverage come from?
Each non-zero lever gets a best-supported origin, evidence signals, and confidence. Unresolved is the honest default when the biography cannot distinguish self-built, advantage-enabled, earned, external, or mixed.
Mapped starting advantages and self-directed-building language are both documented.
One or more documented starting advantages plausibly enabled this lever.
Mapped starting advantages and self-directed-building language are both documented.
Mapped starting advantages and self-directed-building language are both documented.
One or more documented starting advantages plausibly enabled this lever.
A structural wave is external to the person, even when their position improved access to it.
Mapped starting advantages and self-directed-building language are both documented.
One or more documented starting advantages plausibly enabled this lever.
Mapped starting advantages and self-directed-building language are both documented.
This is a bounded inference from the current annotations—not a claim about private effort, merit, or the percentage of Ding Ning's outcome attributable to any origin.
Structural luck, Encounter luck, Event luck, Outcome variance can change every arrow in the path. This successful-only dataset cannot observe the near-identical paths that did not break through, so luck stays visible and unscored.
Multiplying capacity documented later in the path. Measures what was present, not whether it was inherited, earned, self-built, external, or mixed.
Access or conditions documented near the beginning of the path. Zero means "no clear evidence in reviewed sources," not "advantage was absent."
Born in Daqing, Heilongjiang, China; family moved her to Beijing at age 10 for table tennis training. Family financial and professional background not extensively documented.
Not documented in reviewed sources; no evidence of family table tennis or athletic background.
Ding Ning was born in Daqing and moved to Beijing at age 10 to train in China's elite table tennis system under coach Li Sun, who had previously coached Olympic champion Zhang Yining. She entered the national youth team at 13 and the senior national team at 15, winning the World Junior Championships in 2005. The Chinese national table tennis pipeline — the world's most dominant — provided elite coaching, training facilities, and peer competition from a young age. She won the World Championship singles title at 21 in 2011, Olympic silver at 22 in 2012, and Olympic gold at 26 in 2016.
advantage confidence: High · source count: 4 · audit: not_independently_audited · status: subagent_researched_beta