supporting business decisions a case study: multi-criteria decision modelling

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SUPPORTING BUSINESS DECISIONS A Case Study: Multi-Criteria Decision Modelling

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Page 1: SUPPORTING BUSINESS DECISIONS A Case Study: Multi-Criteria Decision Modelling

SUPPORTING BUSINESS DECISIONS A

Case Study:

Multi-Criteria Decision Modelling

Page 2: SUPPORTING BUSINESS DECISIONS A Case Study: Multi-Criteria Decision Modelling

CASE: The Macrosoft Conference

• Cathy Smith, Promotions Manager of Macrosoft Software, must find a venue for this year’s Macrosoft User Group conference

• Already agreed:

It must take place

in mid-December

in or around Leeds

Page 3: SUPPORTING BUSINESS DECISIONS A Case Study: Multi-Criteria Decision Modelling

Problem Definition• Scope:

– Choose a conference venue in the Leeds area

• Options:– All centres within 10 miles of City Square

capable of accommodating 100 delegates

• Criteria:– Location

– Facilities

– Cost

Page 4: SUPPORTING BUSINESS DECISIONS A Case Study: Multi-Criteria Decision Modelling

A pedantic aside

• The singular is “criterion”

• The plural is “criteria”

• Hence we have one criterion, two or more criteria

• Please don’t write “criterions”!

Page 5: SUPPORTING BUSINESS DECISIONS A Case Study: Multi-Criteria Decision Modelling

A Hierarchy of Criteria

• Level 1– LOCATION

– FACILITIES

– COST

• Level 2

– Environment– Access

– Staff experience– Conference rooms– Social meeting places– Accommodation– Catering

Page 6: SUPPORTING BUSINESS DECISIONS A Case Study: Multi-Criteria Decision Modelling

The Options

• A ‘quick and dirty’ application of the criteria has resulted in the following shortlist:

A: The Metropole Hotel

B: The Chevin Lodge

C: Leeds Met’s Headingley Campus

D: Cookridge Hall Leisure Centre

Page 7: SUPPORTING BUSINESS DECISIONS A Case Study: Multi-Criteria Decision Modelling

A B

C D

Page 8: SUPPORTING BUSINESS DECISIONS A Case Study: Multi-Criteria Decision Modelling

Importance Weights• …indicate the relative importance of the criteria• Several sets of weights are needed: one for the Level 1 criteria one for the set of Level 2 criteria associated

with each Level 1 criterion • Weights are based on ‘best judgement’

– Judgement always(?) needed in decision-making– Ideally Cathy will consult others in arriving at the

judgements• Each set must be normalised, i.e. add up to 1 This ensures that the criteria contribute appropriately to

the assessment of the options

Page 9: SUPPORTING BUSINESS DECISIONS A Case Study: Multi-Criteria Decision Modelling

Achievement Scores

• …indicate how well each option (ie venue) ‘performs’

relative to the others

against each Level 2 criterion• Scores are based on ‘best available opinion’

– Judgement comes in again therefore

• Against a given criterion:

the best option scores 100(there could be more than one with a score of 100)

the worst option scores 0

other scores fall between 0 and 100

Page 10: SUPPORTING BUSINESS DECISIONS A Case Study: Multi-Criteria Decision Modelling

Evaluating the Options

• Level 2 importance weights and achievement scores are now used to compute:

a Level 1 criterion score for each option• These, together with Level 1 importance

weights, are then used to compute: an overall score for each option• The highest aggregate score indicates the

preferred option– Note that it has taken account of all the criteria

Page 11: SUPPORTING BUSINESS DECISIONS A Case Study: Multi-Criteria Decision Modelling

A Simple DSS

• …helps to solve Cathy’s problem• It provides:

a clear display of criteria, options, weights and scores

the computations needed for Level 1 scores and overall scores

graphical displays if required

opportunity for further analysis

• It’s available on X-stream and H drive

Page 12: SUPPORTING BUSINESS DECISIONS A Case Study: Multi-Criteria Decision Modelling

CONFERENCE VENUE SELECTION                 

CRITERIA   WEIGHTS VENUE SCORES

      Level 1 Level 2 A B C D

Location   0.35          

Environment     0.50 0 25 40 100

Access     0.50 100 80 35 0

Facilities   0.45          

Staff experience   0.10 100 80 40 0

Conference rooms   0.30 75 100 50 0

Social meeting places   0.15 25 100 0 75

Accommodation   0.20 80 100 0 90

Catering     0.25 60 70 0 100

Cost     0.20          

        Amounts (£) 9,750 10,000 5,000 7,000

        Scores 5 0 100 60

                 

      EVALUATION        

      Location 50.0 52.5 37.5 50.0

      Facilities 67.3 90.5 19.0 54.3

      Cost   5.0 0.0 100.0 60.0

                 

      Overall   48.8 59.1 41.7 53.9

      Rank   3 1 4 2

Page 13: SUPPORTING BUSINESS DECISIONS A Case Study: Multi-Criteria Decision Modelling

Subjectivity in MCDM

• The role of subjective judgement is highlighted by MCDM in the selection of:

the criteria themselves importance weights achievement scores

• Such judgements are often unreliable, even with expert advice

• To counter this, decision makers often use…

Page 14: SUPPORTING BUSINESS DECISIONS A Case Study: Multi-Criteria Decision Modelling

Sensitivity Analysis

• …is a way of testing the robustness of the preferred option against changes in the data / judgements on which the decision is made

• In MCDM, it is wise to test the decision against changes in importance weights and achievement scores

• This may: increase confidence in the preferred option

If there is little change

indicate areas in which further thought/data are needed

If a small change to an input leads to large change in overall scores

Page 15: SUPPORTING BUSINESS DECISIONS A Case Study: Multi-Criteria Decision Modelling

Assignment FAQ (1)

• Is the assignment criteria referenced or norm referenced?– Criteria referenced– So – read the criteria!

Page 16: SUPPORTING BUSINESS DECISIONS A Case Study: Multi-Criteria Decision Modelling

FAQ (2)

• Does the MCDM model need to “work”?– For the better marks, yes.– A pass mark for this part can be gained by a

well-designed front end only– The more sophisticated the model, the better

the mark is likely to be– Please remember to submit the model on CD

Page 17: SUPPORTING BUSINESS DECISIONS A Case Study: Multi-Criteria Decision Modelling

FAQ (3 and 4)

• Are the word limits sacrosanct?– Yes, but can go 10% above.– (There is no lower limit!)

• When should I start?– You should have already started

Page 18: SUPPORTING BUSINESS DECISIONS A Case Study: Multi-Criteria Decision Modelling

FAQ (5)

• How do I do this part: “justify the choice of decision criteria in your model”?– You need to do some research on the sort of

factors that might be taken into consideration.

– Remember to give appropriate citations (Harvard style)

Page 19: SUPPORTING BUSINESS DECISIONS A Case Study: Multi-Criteria Decision Modelling

FAQ (6)

• How do I do this part: – “Critically assess each of these technologies

in relation to Bill’s current decision:• Expert systems• Neural networks”?

• Research again needed! (Can use lecture material of course).

Page 20: SUPPORTING BUSINESS DECISIONS A Case Study: Multi-Criteria Decision Modelling

FAQ (6) continued

• One possible approach:– Define the technology– Look at problem characteristics discussed in

the relevant lecture– Look at “advantages” and “disadvantages”

discussed in the relevant lecture– Look for any precedents (research!)

Page 21: SUPPORTING BUSINESS DECISIONS A Case Study: Multi-Criteria Decision Modelling

FAQ (7 and 8)

• Should the rules show how the amount of benefit is worked out?– Yes

• Should the and/or tree show how the amount of benefit is worked out?– In cut-down mode, yes.– One approach – make the rightmost branch

“calculations done”– There is a more elegant approach – worth 3 marks!

Page 22: SUPPORTING BUSINESS DECISIONS A Case Study: Multi-Criteria Decision Modelling

Nota Bene

• The deadline is 1500 on Friday October 24 2008.

• However, this is not really feasible, given the lecture schedule.

• Hence, there is a new deadline:– 1500 on Friday November 7, 2008

Page 23: SUPPORTING BUSINESS DECISIONS A Case Study: Multi-Criteria Decision Modelling

Please also note…

• You can still hand in on 1500 on Friday October 24 2008 if you want!

• It remains the case that:– Tempus fugit