Decision-making aspects in weather forecasting Training towards expertise Eumetcal 6th workshop WMO, Geneva Dec 1 st, 2010 Erik Hagemark
Is decision-making important?
Courtesy Magnus Ovhed
What characteristics does an expert weather forecaster have?
Meteorologisk institutt met.no Presentation outline - Crash course in cognitive psychology - Studies of weather forecasters - Exercises
Competence vs expertise Competence ability to produce and deliver weather forecasts Involves basic analytical and meteorological skills Expertise Fluent, flexible Intuitive Involves cognitive skills
Forecaster dependencies Cognitive ”tools” Science (predictability) Data and workstation
Name some cognitive skills
Noticing patterns Seeking information Meaning making Visual Representation Metacognitive processes
Game show - choose a door 123
Which is a more likely cause of death in the USA: – Falling airplane parts – Shark attacks From Plous (question #7)
What alternative seems most likely to occur within the next ten years: – All-out nuclear war between the USA and Russia – All-out nuclear war between the USA and Russia in which neither country intends to use nuclear weapons, but both sides are drawn in by the actions of a third country such as Libya or Pakistan. From Plous (question #11)
What is heuristics? A short-cut to assess the likelihood of an event. (Tversky and Kahneman, 1974) INTUITION EXPERIENCE
Meteorologisk institutt met.no Heuristics in Doswell (WF, dec 2004) Personal Analysis vs intuition Biases Contradictions
Meteorologisk institutt met.no Heuristics Two types considered: Representativeness –Weather pattern recognition Availability –Use our memory to assess likelihood of a particular event
Other heuristics Anchoring and adjustment Group decision Hindsight bias –”I knew it all along…”
Cognitive psychologists Pliske, Crandall and Klein: 5 levels of competence –novice –advanced beginner –competent –proficient –expert
What differences are there between experts and novices
Cognitive psychologists Pliske, Crandall and Klein (cont'd): Characteristics of the expert forecaster –Form a mental model prior to looking at NWP –Mental representation of underlying dynamics of the weather situation
Hahn, Rall and Klinger: What decisions stood out as expert decisions: – Identifying the Big One – Recognizing severity and issuing warnings – Explicit information to the public (wording) Cognitive psychologists
Hahn, Rall and Klinger (cont.): Recommendations –Technology must synchronize with the decision-making process of forecasters –Understand factors that make experts stand out and train others to this –Teamwork (colleagues as «sounding boards») Cognitive psychologists
Suggest and discuss training activities that promote expertise
Meteorologisk institutt met.no Thank you! ”There is no right way to make decisions” - Pliske et.al ”Decision making is heavily dependent on time and mood.” - Plous for-adults-our-top-50/
Meteorologisk institutt met.no Recommendations for training Social psychology research –Second guessing – what could go wrong? –Discuss with colleagues Difficult decisions –Ian Bell – Hand-out Eumetcal WS 2008 –Hahn et al - cognitive task analysis
Meteorologisk institutt met.no A word on feedback Vital to improve performance Project Phoenix is a good example on how this can be done operationally Environment: Opportunity to learn Self: Open to critics
Meteorologisk institutt met.no Project Phoenix SKILL Forecaster NWP Limit of predictability Better Data Understanding the Science Technology/Tools Techniques Decision Making TIME David Ball, MSC. Eumetcal NWP 2007
Meteorologisk institutt met.no Leonard Snellman, 1977
Meteorologisk institutt met.no Bulletin of the AMS (BAMS) BAMS, Dec 2007 BAMS, Nov 2006