SMALL (and simple) Is USEFUL
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Explore the importance of simple models as aids for higher-level military decision making. Learn about utilizing models to address force structure, acquisition, complex problems, and the role of analysts. Discover how to formulate and analyze strategies effectively.
SMALL (and simple) Is USEFUL
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Presentation Transcript
SMALL (and simple) Is USEFUL Simple Models as aids for Higher Level Military Decision Making 21st ISMOR Moshe Sharvit Thinkware Ltd. hgrtmr@zahav.net.il
Examples of H.L. Issues • Force structure • Relating operational means to strategic ends • Force sizing • Acquisition of major w/s
Main Points • “Interacting with DM” and “The use and abuse of simple models”– not mutually exclusive • Simple models have some important uses as aids to H.L. decision making
The “socio-analytic” situation Analytic community Analyst DM Problem Model
The “socio-analytic” situation Analytic community Analyst DM Problem Model “Organizational culture”
Problem Characteristics • Squishy; ill defined problems • Undefined goals – no clear “objective function” • Complex relation of operational means to strategic goals • Uncertainty –cannot be reduced to a probability distribution • Multi-criteria • “Soft” criteria - unquantifiable • Paucity of reliable data
Implications • What is it all about? • Optimization is rarely sought • Robustness is of the essence • Value judgments
Perceptions of Analyst’s Expertise Analyst Technical Expert* Systems analysis expert *e.g.: munitions effectiveness, search theory, logistics etc.
Analyst & DM: Domains of Expertise • Technical expert vis-à-vis the DM – Little or no overlap - analyst possesses “professional authority” • Sys. Analyst vis-à-vis the DM - Significant overlap. Interaction: not authority but Persuasion in this case Analyst’s parlance, models and other tools of trade should be communicable to non-members of the analytic community
The Analyst’s Role & the Complexity of Models • Opaque vs. Transparent models • Complex, mathematically sophisticated models tend to place the Analyst in the “Surrogate DM” position • Disregard of soft, unquantifiable variables leads to the “bean-counter” trap
“Utilization Success”(Goeller)Mainuses of Simple Models • Problem formulation • Generation of alternatives • Estimation of consequences • Rejection of alternatives • Selection of preferred alternative • Promotion of preferred alternative • Implementation
In Conclusion “Everything should be made as simple as possible, but not simpler”. Albert Einstein
Problem formulation: The Role of the Model(after E. Quade) • Provide a depiction of reality • Provide a perspective of reality At the higher operational and strategic levels it is difficult to achieve a reasonably accurate depiction of reality using quantitative models
Model need not encompass the whole issue; elucidate an aspect of the problem • Model needs to be relevant to a variety of particular situations • “validation by consent”
Problem formulation: Uses of simple models • Gain understanding through: • identification of system elements • identification of interplays and interdependencies (synergy, etc.) • Outline basic dilemmas • An aid to the establishment of criteria • Outline basic alternatives
Example - Countering SSM’s: Interception & counter-attack Impacts c.a. only No response Int. only c.a. + int. Time
Some issues raised • Mix proportions • Temporal differences: early period vs. later period • # of interceptors • Operational (systemic) effect of each weapon system mop
Rejection of alternativesExample: replacement of old weapon systems • Limited budgets but plenty of w/s acquisition opportunities. • To pass the test the candidate w/s needs to have a decisive overall advantage over the incumbent w/s otherwise • There is probably a better opportunity • A simple model may provide a bound on cost/effectiveness ratios
An example: Selection of Fighter A/C • Cost (LCC): f1 /f2 =approx. 2 • Effectiveness: f1 selected if either: • f1 has unique, extremely important, capabilities; or • f1 clearly outperforms f2 in almost every major category by at least 2:1.