Ask Better, Learn More: A Practitioner's Framework for Reading Industry Sentiment Data
Petroleum professionals are surveyed relentlessly, yet response bias, title weighting, and thin anonymity protections routinely distort the results that reach boardrooms. Drawing on our 500-respondent sentiment work, this opinion piece offers a five-point test for judging any industry survey before you cite it.