AMA · 2025 · n=1,279 marketers, 450+ job postings
The top skills gap isn't platform execution. It's measurement judgment.
The AMA's 2025 workforce survey ranks data interpretation and proving ROI as the largest competency gaps — ahead of strategy and execution. Practitioners arrive with strong declarative knowledge and weak diagnostic pattern recognition. That's precisely the gap 50 documented distortions are built to close.
American Marketing Association. The Skills Marketers Need in 2025 and Beyond. AMA, 2025.
Zhang et al., 2024 · Journal of Marketing Analytics · Wharton
23–31%
Average overestimation of marketing performance when metrics lack cross-validation.
When channel attribution operates in silos, performance is systematically overstated by nearly a quarter. The problem isn't bad data — it's the absence of a diagnostic frame to question what the data is actually measuring.
Zhang et al. Channel silos and marketing performance overestimation. Journal of Marketing Analytics. Wharton School, 2024.
Schmidt & Rikers, 2007 · Medical Education
Experts don't know more facts. They recognize patterns faster — because they've seen named failure cases before.
Schmidt and Rikers established that expert diagnostic performance depends on knowledge organized into "illness scripts" — named, retrievable failure patterns built through repeated case exposure. Each Light2Path distortion is exactly that: a named failure pattern a practitioner can match against live data to short-circuit misdiagnosis.
Schmidt, H.G. & Rikers, R.M.J.P. How expertise develops in medicine. Medical Education, 41(12), 2007.
Rodman et al., 2023 · JAMA Network Open
AI reads the dashboard. It cannot question the frame the dashboard is built on.
Rodman et al. found that clinicians and AI diverge most when new information requires contextual reframing — not just pattern matching. AI processes what the inputs show. It cannot recognize when the measurement system itself is misleading. That gap requires human diagnostic judgment — the exact skill Unlock Your Plan develops.
Rodman et al. AI vs Clinician Performance in Estimating Diagnostic Probabilities. JAMA Network Open, 6(12):e2347075, 2023.
Acquisition
Blended CAC Blindness
If CAC looks good in aggregate, split it by channel before you trust it.
EP05 · Confidence 87 · High
Retention
Retention Averaging
If new customers churn 2× faster than veterans, your channel mix is the problem — not your product.
EP03 · Confidence 88 · High
Acquisition
Paid-Organic Cannibalization
If total conversion volume doesn't rise when paid spend rises, the channel is capturing demand — not creating it.
EP07 · Confidence 82 · High
Measurement
Sample Bias in Reporting
A precise number from incomplete data is still incomplete data.
EP22 · Confidence 78 · Developing
Monetization
Free-to-Paid Conversion Mirage
Activation only matters if it leads to payment behavior.
EP33 · Confidence 78 · Developing
Conversion
Conversion Quality Illusion
If conversion rate rises while Revenue per Visitor falls, the funnel is producing more conversions — not better ones.
EP10 · Confidence 84 · High
Who is Unlock Your Plan built for?
Growth marketers who are already measuring — and already frustrated. The AMA's 2025 workforce survey (n=1,279) found data interpretation and ROI judgment are the top skills employers can't find. If you can see your numbers but can't diagnose why they're moving the wrong way, this is built for exactly that gap.
What if I don't know which metric is the problem?
That's exactly when it's most useful. Entry questions are written in symptom language — describe what you're observing, not what you've diagnosed. Research by Croskerry (2002) and Norman (2009) established that diagnostic failure comes from missing named failure patterns, not faulty reasoning. The distortion library provides those patterns.
How is this different from a generic marketing course?
Courses produce declarative knowledge — the ability to recall frameworks. Unlock Your Plan targets diagnostic judgment — recognizing which specific distortion is hiding in your data. These are different cognitive outcomes requiring different training conditions, per Ericsson (1993) and Schmidt & Rikers (2007).
Does it still matter if I already use AI tools for analysis?
More than ever. Research in JAMA Network Open (Rodman et al., 2023) found that AI and expert judgment diverge most when the problem frame needs questioning — not just pattern matching. AI processes what your dashboard shows. Unlock Your Plan helps you recognize when the dashboard is measuring the wrong thing.