Exercise 2: What the Blind Taste Test Could and Couldn't Answer — Possible Solution
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The blind taste test's 53%-vs-47% result could reliably answer one
narrow, specific question: in a controlled, anonymous sip test, with
no brand identity or context attached, which formula's raw taste was
preferred by slightly more tested consumers. That's a genuine, valid
quantitative finding about a specific, isolated stimulus.

What it could not answer was the actual business question the launch
decision depended on: how would existing, loyal Coca-Cola drinkers
react to the original formula being discontinued entirely, with no
option to still buy it. Taste preference in an anonymous, single-sip
setting is a completely different real-world situation from a
long-time customer permanently losing access to a product tied to
habit, memory, and brand identity - the same product experienced
repeatedly, in context, over years, rather than once, blind, in a test
booth.

This gap mattered because the actual decision being made - whether to
discontinue the original formula - depended entirely on the second
question, not the first. The quantitative data answered a real
question, just not the one the decision actually needed answered; the
qualitative focus-group data was positioned to answer the relevant
one, but wasn't given the same weight.

ANSWER: The taste test could reliably answer "which formula do
consumers prefer in a blind, single sip" - it could not answer "how
will loyal customers react to permanently losing access to the
original formula." The business decision depended on the second
question, which only the qualitative focus-group research had actually
been designed to address - a mismatch between what was measured and
what the decision actually required.

WHY THIS WORKS AS AN ANSWER
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This precisely separates the narrow question the quantitative data
answered from the broader question the actual decision needed,
directly explaining the real mismatch the exercise asked about.