A Statistically Driven Solution to Understanding Customer Needs

A Statistically Driven Solution to Understanding Customer Needs

Marko Begonja, Samantha Pinkes & Asiri Silva • June 2, 2024
Marko Begonja, Samantha Pinkes & Asiri Silva • June 2, 2024

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A Common Problem: Understanding Customer Needs 

Investors and management teams often struggle to discern what customers say they want versus what they actually want. Traditional innovation frameworks and customer needs assessments (e.g., Clayton Christensen’s “Jobs to be Done” approach) rely on in-depth market conversations or rudimentary web survey analysis (e.g., ranking criteria on a scale from 1-7) to inform strategic decisions. While these approaches may often be sufficient, there remain many instances when a market’s purchasing dynamics are too complicated or nuanced for customers to clearly express their purchasing rationale. 


In these cases, there are meaningful risks, particularly for management teams seeking to refine product/market fit. The most effective way to mitigate such risk is to observe customers’ actions instead of trusting their stated intent (e.g., Eric Reiss’ “Build, Measure, and Learn” approach); though this requires a disciplined commitment to resourcing and iteration. 

A Statistically Driven Solution

At Stax, we employ an alternative analytical approach to solve this issue. Our approach measures customers’ derived needs (as opposed to stated) without requiring lengthy product/market fit testing. The approach is rooted in a MaxDiff analysis, which begins with collecting data using best-worst scale web survey questioning. This questioning format presents respondents with a subset of criteria and asks them to select the most and least important on each screen. The answer options adapt based on respondents’ prior selections, thereby forcing tradeoffs while reducing survey fatigue. 


Using this data, we run a statistical analysis to quantify the relative magnitude of purchase criteria importance. The outputs from this analysis are meant to represent the “derived importance” of a customer’s purchasing criteria (i.e., what is truly meaningful versus stated as meaningful). 

Image of carious charts displaying examples of Derived Importance Analysis (Web Survey/Data Collection, Statistical Analysis, Data Synthesis)

This analysis can serve multiple purposes. In one case, on behalf of a B2B software client, we used these derived purchasing criteria and firmographic attributes, in combination with a statistical clustering analysis, to create a sophisticated market segmentation—versus segmenting based solely on firmographic attributes, like size or region. Ultimately, this enabled us to move beyond surface-level segmentation and deliver actionable strategic recommendations that changed the company’s product roadmap and commercial motion, in line with core customer needs. 

This analysis can serve multiple purposes. In one case, on behalf of a B2B software client, we used these derived purchasing criteria and firmographic attributes, in combination with a statistical clustering analysis, to create a sophisticated market segmentation—versus segmenting based solely on firmographic attributes, like size or region. Ultimately, this enabled us to move beyond surface-level segmentation and deliver actionable strategic recommendations that changed the company’s product roadmap and commercial motion, in line with core customer needs. 

Image of Asiri Silva
Image of Will Barden

Asiri Silva

Associate Director

Image of Sam Pinkes

Samantha Pinkes

Senior Manager

Image of Marko Begonja

Marko Begonja

Manager

Market Segmentation Based Behavioral and Firmographic Attributes

In a different case, a transportation service provider needed to pinpoint what marketing messaging would have highest resonance with school district customers. By running a similar MaxDiff analysis testing the relative importance of student outcomes, Stax enabled the client to craft more targeted and effective sales and marketing materials, while also informing product development to strengthen its competitive differentiation. 

Chart of Messaging Reach: All Outcomes Resonance, TURF Analysis

Conclusion: A False Trade-Off 

Sophisticated customer insights can be achieved using a lean customer research approach. Using Stax’s web-surveying and statistical techniques, customer needs can be translated into actionable sales, marketing, or product strategy. Visit www.stax.com or click here directly to learn how we can help develop strategy using deeper customer insights.

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