Larry Walsh, CEO of Channelnomics and a longtime analyst of channel and partner strategy, explains why most channel organizations are working from partner data that is outdated, disorganized, or simply wrong, and why that produces decisions no one should trust. He also introduces a simple hierarchy for what to measure: imperatives that satisfy real business stakeholders, and what he calls "feel facts," numbers that sound good but mean nothing.

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Why is most channel partner data inaccurate?

Walsh has asked rooms full of channel leaders how many of them have access to good partner data. Few hands go up. Almost every organization Channelnomics works with has the same problem: the data is not accurate, not current, or too disorganized to use with confidence.

That is where the old saying applies. Garbage in, garbage out. Bad inputs do not just fail to help. Walsh points out that they actively produce half-baked insights that are worse than having no data at all, because they get treated as if they are reliable.

Partner data that is outdated before anyone acts on it

Records that are disorganized or duplicated across systems

Insights built on top of both, which pass for analysis but are not

Which channel partner metrics actually matter?

Assume the data problem is solved. Walsh says a second problem shows up right behind it: people expect the data itself to hand them both the question and the answer. That is backward. You need to decide what you are measuring before you go looking for it.

Walsh breaks this down into a hierarchy of channel partner metrics and partnership KPIs, starting from the top:

Channel Metrics Icon

Imperatives

The partner performance metrics that satisfy real business stakeholders and answer the question every channel leader eventually faces: What is the channel worth, and what is it producing?

Channel Feel Facts Icon

Feel facts

Data points that make a report look good but carry no real meaning or relevance to a decision.

Do not try to measure everything. Measure what matters, and let the rest fall away.

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