Why Your Sales Forecast Is Wrong (and It's Not the Reps' Fault)
Forecast accuracy problems are almost always upstream data problems.
Read moreData quality, forecast accuracy, and sales operations thinking from the Closelume team.
Most CRM hygiene initiatives fail within a quarter. Here's why treating it as a project instead of a system is the root cause.
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Forecast accuracy problems are almost always upstream data problems.
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Every call that goes unlogged is a signal lost.
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What separates teams with consistent forecast accuracy from those still guessing?
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Deal velocity is one of the most cited pipeline metrics and one of the most misused.
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What's less understood is how enrichment pipelines decide what to update, when, and why it matters.
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Forecast accuracy is an outcome, not a starting point.
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Rep adoption has been the unsolved problem of CRM for two decades. Incentives don't fix it. Automation does.
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Most pipeline reviews are theater. Here's how to change the format.
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B2B contact data decays at roughly 20-30% per year. Here's what the decay curve actually looks like.
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Three months into the quarter, the outcome is usually already determined. It just hasn't been visible yet.
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Generic coaching doesn't stick. When coaching is built on actual activity capture data, it becomes actionable.
Read moreNew articles on data quality, forecast accuracy, and pipeline intelligence from the Closelume team.
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