The Shape of Outcomes

A book about why intelligent organizations keep failing the same way.

Israeli intelligence had the attack plan for October 7 and called it "totally imaginative." Credit rating agencies had the loan data before 2008 and stamped it AAA. Nokia's engineers saw the iPhone threat and were told their concerns weren't supported by the data. A pressure gauge on the Deepwater Horizon read 1,400 psi when it should have read zero, and the crew talked themselves into ignoring it.

Every organization runs on a set of assumptions about how its world works. Those assumptions decide what gets measured, who gets heard, and which warnings get taken seriously. When the assumptions are right, the organization looks brilliant. When they stop being right, the people closest to the problem usually know first. They raise alarms. The alarms get absorbed into the prevailing model and come back out as reassurance.

The Shape of Outcomes traces that pattern across five case studies spanning intelligence, finance, technology, industrial safety, and national security. It explains why the pattern keeps recurring — not because people are stupid or biased, but because successful organizations build their operations, metrics, and career incentives on top of assumptions that become too expensive to question. Then it introduces a discipline for breaking the pattern: force every strategic question through twelve competing analytical perspectives and pay attention when they disagree.

The book is on Amazon. The methodology is implemented in Vektora. The author bio is at aarontrubic.com; supplementary research notes are at aarontrubic.org.