advantage business group ‘the barbican’, east street, farnham, surrey gu9 7tb 01252 738500

40
Advantage Business Group ‘The Barbican’, East Street, Farnham, Surrey GU9 7TB 01252 738500 www.Advantage-Business.co.uk

Upload: leon-andrews

Post on 27-Dec-2015

215 views

Category:

Documents


0 download

TRANSCRIPT

Advantage Business Group

‘The Barbican’, East Street, Farnham, Surrey GU9 7TB 01252 738500

www.Advantage-Business.co.uk

Combining Cognitive Maps with other OR methods to support Decision-Makers

ISMOR 21, September 2004

Colin Drysdale

Advantage Technical Consulting 2004 Slide 3

Presentation Outline

Introduction

• Home Office – Crime Reduction Model

• MOD, Dstl – C3I system Benefits Model– (Command Control Communications & Intelligence)

Final Discussion

Advantage Technical Consulting 2004 Slide 4

Introduction

Advantage Technical Consulting 2004 Slide 5

Decision making – common themes

• Governmental decision makers

• Account rationally for decisions

• Possibility of some form of ‘public’ scrutiny

Advantage Technical Consulting 2004 Slide 6

Case Study 1

Home Office – Crime Reduction Model

Advantage Technical Consulting 2004 Slide 7

Home Office – Crime Reduction Model

• Responsibilities include reducing the level of crime in England and Wales

• Culture change

• ‘evidence based policy making’

• Justification

Advantage Technical Consulting 2004 Slide 8

Spending Review 2004

• Knowledge existed across a number of groups

• Some of this was locked in experts’ minds

• Seemed like a job for SODA cognitive mapping– (Strategic Options Development and Analysis )

Advantage Technical Consulting 2004 Slide 9

Cognitive Mapping - Justification

Advantage Technical Consulting 2004 Slide 10

Intermediate step

List

Example

Intervention

Goal

Cognitive Map - Concepts

Advantage Technical Consulting 2004 Slide 11

Weak Link

Connotative

Possible Link

Causal

-Negative Causal

Logical AND&

&

Cognitive Map - Links

Correlation

Advantage Technical Consulting 2004 Slide 12

Intervention

Goal

Intervention

Cognitive Map - Constructs

Advantage Technical Consulting 2004 Slide 13

Intervention

Goal

Intervention

Argument

Constructs

Advantage Technical Consulting 2004 Slide 14

Intervention

Goal

Intervention

Evidence summary and URL link to supporting Documentation in a pop-up box

Memo

Argument Evidence

Constructs

Advantage Technical Consulting 2004 Slide 15

Intervention

Goal

Intervention

Evidence summary and URL link to supporting Documentation in a pop-up box

Memo

Argument Evidence

Constructs

= Case +

Advantage Technical Consulting 2004 Slide 16

Approach

• ~30 Interviews– Generated initial maps

• interviewees invited to discuss:– causes of crime– policy goals– interventions– …– evidence sources / quality

• Synthesis– To a single map (~2400 - 1800 concepts)

Advantage Technical Consulting 2004 Slide 17

Initial benefits

• Knowledge model

• Single resource

• Linked to exiting documents

• Shows where more research & analysis is required

Advantage Technical Consulting 2004 Slide 18

Next issue

• Interventions that should be funded ?

• Defines the “Problem”

• Time stepped simulation

Advantage Technical Consulting 2004 Slide 19

Further insights

• Exploit causal pathways• Interventions to goals• ~1800 concepts • MS Excel with VBA tool developed

• Enabled analysis of– Contradicting interventions– Loops in the causal logic – Completely dependent interventions

Advantage Technical Consulting 2004 Slide 20

Dependent interventions

Advantage Technical Consulting 2004 Slide 21

Findings

• Many logical anomalies

• different interpretations of “intervention”

• Showed that – more clarity needed– for quantitative modelling

Advantage Technical Consulting 2004 Slide 22

Case Study 1 – Further benefits

• Cognitive modelling helped define ‘the problem’ and requirements for more quantitative modelling

• In this role SODA cognitive mapping should not be viewed ‘soft’ OR– it enables a ‘soft-to-harder’ transition

Advantage Technical Consulting 2004 Slide 23

‘soft-to-harder’ methodologies

subjective

objective

quantitativequalitative

Soft

Hard

Advantage Technical Consulting 2004 Slide 24

‘soft-to-harder’ methodologies

subjective

objective

quantitativequalitative

Soft

Hard

Advantage Technical Consulting 2004 Slide 25

‘soft-to-harder’ methodologies

subjective

objective

quantitativequalitative

Soft

Hard

Advantage Technical Consulting 2004 Slide 26

‘soft-to-harder’ methodologies

subjective

objective

quantitativequalitative

Soft

Hard

Advantage Technical Consulting 2004 Slide 27

‘soft-to-harder’ methodologies

subjective

objective

quantitativequalitative

Soft

Hard

tacit

explicit

Advantage Technical Consulting 2004 Slide 28

Case Study 2

MOD - C3I system Benefits Modelling

Advantage Technical Consulting 2004 Slide 29

Benefits Modelling

• Dstl name

• Causal mapping & MCDA

• C3I systems

Advantage Technical Consulting 2004 Slide 30

The Task

• Aim - Develop a C3I system benefits model

• Purpose – support contractor down-select & OR programme definition

• Implementation – constrained to perform calculations in Excel with VBA for ease of maintenance in-house

Advantage Technical Consulting 2004 Slide 31

The concept

• SODA COGNITIVE maps contain CAUSAL logic– and additional information

• MCDA networks for modelling C3I can get complicated ….

Advantage Technical Consulting 2004 Slide 32

MCDA nets for C3I get complicatedInvestments(SRD / ADD

Level)

Investments(URD Level)

SystemAttributes

Organisational Attributes

Militarycapabilities

Value System

Advantage Technical Consulting 2004 Slide 33

The concept

• SODA cognitive maps contain causal logic– and additional information

• MCDA networks for modelling C3I can get complicated

• Can’t use a Commercial Off The Shelf (COTS) MCDA tool

Advantage Technical Consulting 2004 Slide 34

The concept

• SODA cognitive maps contain causal logic– and additional information

• MCDA networks for modelling C3I can get complicated

• Can’t use a Commercial Off The Shelf (COTS) MCDA tool

• Why not use the cognitive map as the front end to an Excel with VBA MCDA model

Advantage Technical Consulting 2004 Slide 35

What happened

• Workshop - “false start” !

• Unavoidable part of the problem exploration process

• How to recover– Stay calm– Needs skill and experience

Advantage Technical Consulting 2004 Slide 36

Recovery

• Method was unfamiliar but ….– Resembled familiar information flows

• Solution was to exploit familiar information flows

• Converted these “off-line”

• High level structure

Advantage Technical Consulting 2004 Slide 37

Benefits Modelling

subjective

objective

quantitativequalitative

Soft

Hard

causalmapping

MCDA

MCDA

Advantage Technical Consulting 2004 Slide 38

Final Discussion

Advantage Technical Consulting 2004 Slide 39

Final Discussion

• Take-up of Soft OR techniques has not been universal

• Combining cognitive mapping with other techniques– quantified logical case– pass independent scrutiny

• Both studies illustrate that cognitive mapping supports problem formulation

• The second study illustrates that cognitive mapping requires skill & experience

Advantage Technical Consulting 2004 Slide 40

References / Reading

• Description of the SODA technique see: “Rational Analysis for a Problematic World”, Ed. J Rosenhead, Chapter 2, John Wiley & Sons, 1989.

• “Multiple Criteria Decision Analysis – Practically the only way to choose”, V Belton, OR 32, Sep 1990, Published in “Operational Research Tutorial Papers: 1990”

• “Benefits Analysis – A Robust Assessment Approach”, G Mathieson, Dstl, 2002, Unclassified.