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The mid-funnel problem insight is underrated. Most deal flow analyses focus on top-of-funnel sourcing or final decision quality, but that middle zone where companies get stuck in 'meh' limbo is where real signal gets lost. The forced 0-10 rating with no middle ground seems painful at first but it eliminates the cognitive escape hatch of 'maybe later' which is usually code for 'probably never'. The talent graph approach working like PageRank is clever - you're basically running a reputation algorithm across hiring networks rather than trying to evaluate people in isolation. What I wonder about is whether the 40 documented biases become their own trap once everyone knows the list. Doesthe awareness of competitive excitement bias make you overcompensate and pass on legitimately hot deals? Systems are great until they calcify into dogma.

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