Scope Creep and Confirmation Bias

Although scope creep can arise independently of cognitive biases, the role of cognitive biases in scope expansion is powerful, because cognitive biases influence our decisions without our knowing. And among the most insidious of these biases is confirmation bias. [Nickerson 1998] Confirmation bias affects the objectivity of the evidence-gathering process, and then once evidence is presented, it affects our ability to weigh evidence objectively. Under the influence of confirmation bias, we tend to:

• Seek evidence that supports our preconceptions
• Avoid seeking evidence that conflicts with our preconceptions
• Give preferential weight to confirmatory evidence
• Reject or discount disconfirming evidence

For example, when considering adding features to a planned product — features we favor — we tend to examine critically projections of cost and schedule that predict trouble. By contrast, we tend to examine less critically any rosy sales projections. When considering combining two projects located at different sites, people who favor the combination tend to accept projections of cost savings less critically than they would treat cost or schedule projections indicating problems arising from merging the projects and relocating one of them.

Here are four indicators that confirmation bias might be driving a scope expansion decision.

Political rivalry and feuds

One political actor might use scope expansion to attack a rival by acquiring responsibility for efforts that are the responsibility of the rival. The intense emotions that typically underlie such plots are fertile ground for confirmation bias.

Masking past offenses and performance issues

When an effort faces financial or schedule trouble, expanding its scope to enable it to acquire a healthier sibling effort can conceal much of its trouble, especially if resources from the healthy effort can be harvested to repair or disguise the problems of the troubled effort. The fears that accompany such situations make decision makers vulnerable to confirmation bias.

Absence of disconfirmation indicators

For efforts we Any high-impact organizational
decision probably ought to also
include anti-goals that, if met,
trigger questioning the
wisdom of that decisionundertake, we usually define success as achieving specific goals. But any high-impact organizational decision probably ought to also include anti-goals that, if met, trigger questioning the wisdom of that decision. For example, if we don't satisfy condition C by date D, we will revisit the decision; or if a competitor enters the market before date D, we will reconsider the decision. When goals are clear, but anti-goals are missing, poorly defined, or ignored, confirmation bias might be playing a role.

Reliance on anecdotal "evidence"

Anecdotes can illustrate — nothing more. They contain no information about the prevalence of the mechanisms they exemplify. Proponents of a scope expansion can use anecdotes to illustrate their arguments, but when they fail to offer estimates of the importance of the phenomena the anecdotes illustrate, the use of anecdotes suggests the effects of confirmation bias. See "The Power and Hazards of Anecdotes: I," Point Lookout for December 31, 2014, for more.

These effects actually apply to a variety of organizational decisions, but I've restricted the discussion to scope creep to avoid scope creep.   First issue in this series    Next issue in this series   Top    Next Issue

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