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​ON Naturalistic decision making and G.O.D. 

NATURAlistic decision making

Naturalistic Decision Making (NDM) seeks to understand how decisions are made under real world or "natural" conditions. It is a holistic approach that explores decision making in context. To this end, NDM researchers focus on developing tools to support decision making in natural environments. This is in contrast to other approaches that design experiments with a "correct" or "optimal" decision established up front, and then seek out decision error under controlled or artificial conditions. 

Related to Goal-Oriented Decision Making (GOD), the APE model of decision making was largely derived from NDM research. It is a natural model that describes decision making and goal pursuit. This includes the interaction of intuition and deliberation, as well as acknowledging that decision making is not a linear or phased process, but rather a distributed process with multiple elements operating in parallel. 

Primary Sources

Gary Klein
​Of all contributions, those of Gary Klein are by far the most noteworthy. His Recognition Primed Decision (RPD) Model can be viewed as the main predecessor to the APE model.

​Among others, his book "Sources of Power" and the edited books "Decisions Making in Action" and "How Professionals Make Decisions" were highly influential. An honorable mention is "Seeing What Others Don't: The Remarkable Ways We Gain Insights".
goal oriented decision making and NDM
Robert Hoffman
In pursuit of a goal there is often a desire to improve performance over time. Robert Hoffman's work supports the role of experience as we move from novice to expert. In addition, Hoffman offers valuable insights from the perspective of human factors. 
  
goal oriented decisions and expertise
Brian Moon
Arguably, the concept of goal-oriented decision making may have never been developed without the contribution of Brian Moon. This included (1) his paper on a gap in NDM, that being the missing role of motivation, and (2) a conversation over tortilla chips and a beer while attending the 16th
 conference on NDM in Orlando, Florida. 
goal oriented decision making and motivation
John Schmitt
Beyond theory there is application. The work of John Schmitt on decision games helped to form the basis for teaching GOD. In addition to his workbook "Mastering Tactics", his insights into gaming and concepts like the OODA loop influenced the development of tools used to improve how we learn to make better decisions.  
goal oriented decision making and decision games
Karl Weick
A central theme in the work of Karl Weick is the concept of "sensemaking". This is an important aspect of understanding the situation in Klein's RPD model, and by extension a major influence the "assess" element of the  APE model.  

Highly influential was Weick's book "Managing the Unexpected". 
 
goal oriented decision making and sensemaking


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  • Home
  • Videos
    • SMART Goals 2.0
    • Goal-Oriented Decision Making - The APE Model
    • Generative AI and Decision Making
    • The OODA Loop
    • The RPD Model
    • Reducing the Dunning-Kruger Effect
    • Using a Premortem
    • The Planning Fallacy
    • Accelerated Expertise
    • Conduct a SWOT Analysis
    • 4D's on a To-Do-List
    • The Trolley Problem
    • Wicked Problems
    • Reciprocity Bias
    • Motivated Change
    • Correlation vs. Causation
    • Maslow's Hierarchy and Innovation
    • Understanding Psychological Anchors
    • IDEA 4-Step Problem Solving
    • Using SMART Goals
    • How to Gain Insights
    • The Eisenhower Matrix
    • SMART Goals - 60 Seconds
    • Tactical Decision Games
  • Articles