analytical hierarchy process ( ahp ) by jennifer mcbride operations management by jennifer mcbride...

23
Analytical Hierarchy Analytical Hierarchy Process Process ( AHP ) ( AHP ) By Jennifer By Jennifer McBride McBride Operations Management Operations Management May 6, 2003 May 6, 2003

Upload: ethan-holmes

Post on 26-Dec-2015

216 views

Category:

Documents


2 download

TRANSCRIPT

Page 1: Analytical Hierarchy Process ( AHP ) By Jennifer McBride Operations Management By Jennifer McBride Operations Management May 6, 2003

Analytical Hierarchy Analytical Hierarchy Process Process

( AHP ) ( AHP )

By Jennifer McBrideBy Jennifer McBride Operations Operations

ManagementManagement

May 6, 2003May 6, 2003

Page 2: Analytical Hierarchy Process ( AHP ) By Jennifer McBride Operations Management By Jennifer McBride Operations Management May 6, 2003

What is AHP ?What is AHP ?

According to According to Operations ManagementOperations Management 4th 4th Edition by Russell and Taylor III it is a Edition by Russell and Taylor III it is a quantitative method for ranking decision quantitative method for ranking decision alternatives and selection the one given alternatives and selection the one given multiple criteria. AHP is a process for multiple criteria. AHP is a process for developing a numerical score to rank each developing a numerical score to rank each decision alternative based on how well each decision alternative based on how well each alternative meets the decision maker’s criteria.alternative meets the decision maker’s criteria.

Page 3: Analytical Hierarchy Process ( AHP ) By Jennifer McBride Operations Management By Jennifer McBride Operations Management May 6, 2003

What does it answer ?What does it answer ?

The question “Which one do we choose?” The question “Which one do we choose?” or “Which one is best ?” by selecting the or “Which one is best ?” by selecting the best alternative that matches all of the best alternative that matches all of the decision maker’s criteria.decision maker’s criteria.

Page 4: Analytical Hierarchy Process ( AHP ) By Jennifer McBride Operations Management By Jennifer McBride Operations Management May 6, 2003

What does it use ?What does it use ?

Simple mathematicsSimple mathematics criteria criteria < set by the decision maker >< set by the decision maker >

preferences of that criteria preferences of that criteria < also set by the decision < also set by the decision

maker>maker>

the standard preference tablethe standard preference table

Page 5: Analytical Hierarchy Process ( AHP ) By Jennifer McBride Operations Management By Jennifer McBride Operations Management May 6, 2003

Standard Preference TableStandard Preference Table

PREFERENCE LEVEL

Equally preferred

Equally to moderately preferred

Moderately preferred

Moderately to strongly preferred

Strongly preferred

Strongly to very strongly preferred

Very strongly preferred

Very strongly to extremely preferred

Extremely preferred

NUMERICAL VALUE

1

2

3

4

5

6

7

8

9

Page 6: Analytical Hierarchy Process ( AHP ) By Jennifer McBride Operations Management By Jennifer McBride Operations Management May 6, 2003

Why not make up your Why not make up your own preference table ?own preference table ?

Because the standard preference table has Because the standard preference table has been determined by experienced researchers been determined by experienced researchers in AHP to be a reasonable basis for in AHP to be a reasonable basis for comparing two alternatives.comparing two alternatives.

Page 7: Analytical Hierarchy Process ( AHP ) By Jennifer McBride Operations Management By Jennifer McBride Operations Management May 6, 2003

How is it used ?How is it used ?

Say you have two criteria. Cost and quality for Say you have two criteria. Cost and quality for product A & B. The cost for A= $60 and the product A & B. The cost for A= $60 and the quality is above average. The cost for B=$15 quality is above average. The cost for B=$15 and the quality is right at average. Which do and the quality is right at average. Which do you choose? By making a matrix the price of you choose? By making a matrix the price of B is very strongly preferred to A and A is only B is very strongly preferred to A and A is only moderately preferred to B. The matrices of moderately preferred to B. The matrices of these preferences would look like . . . . these preferences would look like . . . .

Page 8: Analytical Hierarchy Process ( AHP ) By Jennifer McBride Operations Management By Jennifer McBride Operations Management May 6, 2003

Matrices of A and BMatrices of A and B

Since price B is very Since price B is very strongly preferred to the strongly preferred to the price of A. The score of price of A. The score of B to B is 7 and A to B is B to B is 7 and A to B is the reciprocal or inverse the reciprocal or inverse of 1/7of 1/7

COST

A B

A 1 7

B 1/7 1

COST

A B

A 1 7

B 1/7 1

QUALITY

A B

A 1 1/3

B 3 1

Page 9: Analytical Hierarchy Process ( AHP ) By Jennifer McBride Operations Management By Jennifer McBride Operations Management May 6, 2003

Our sample problem Our sample problem

Jilley Bean Co. is selecting a new location to expand its operations. The company want to use AHP to help it decide which location to build its new plant. Jilley Bean Co. has four criteria they will base their decision on these are the following: property price, distance from suppliers, the quality of the labor pool, and the cost of labor. They have three locations to decide from.

Page 10: Analytical Hierarchy Process ( AHP ) By Jennifer McBride Operations Management By Jennifer McBride Operations Management May 6, 2003

Matrices given criteria and Matrices given criteria and preferencespreferences

PRICE

A B C

A 1 3 2

B 1/3 1 1/5

C 1/2 5 1

PRICE

A B C

A 1 3 2

B 1/3 1 1/5

C 1/2 5 1

DISTANCE

A B C

A 1 6 1/3

B 1/6 1 1/9

C 3 9 1

LABOR

A B C

A 1 1/3 1

B 3 1 7

C 1 1/7 1

WAGES

A B C

A 1 1/3 1/2

B 3 1 4

C 2 1/4 1

Showing that in preference in price A and C are the equally preferred but are preferred over B.

Page 11: Analytical Hierarchy Process ( AHP ) By Jennifer McBride Operations Management By Jennifer McBride Operations Management May 6, 2003

How it is done ~ STEP ONEHow it is done ~ STEP ONE

PRICE

A B C

A 1 3 2

+ + +

B 1/3 1 1/5

+ + +

C 1/2 5 1

= 11/6 9 16/5

First sum (add up) all the values in each column.

PRICE

A B C

A 1 3 2

+ + +

B 1/3 1 1/5

+ + +

C 1/2 5 1

= 11/6 9 16/5

Page 12: Analytical Hierarchy Process ( AHP ) By Jennifer McBride Operations Management By Jennifer McBride Operations Management May 6, 2003

How it is done ~ STEP How it is done ~ STEP TWOTWO

PRICE

A B C

A 111/6 = 6/11 39 = 3/9 216/5 = 5/8

+ + +

B 1/311/6 = 2/11 19 = 9 1/516/5 1/16

+ + +

C 1/211/6 = 3/11 59 = 5/9 116/5 = 5/16

= 1 1 1

Next the values in each column are divided by the corresponding column sums.

NOTICE: the values in each column sum to 1.

Page 13: Analytical Hierarchy Process ( AHP ) By Jennifer McBride Operations Management By Jennifer McBride Operations Management May 6, 2003

How it is done ~ STEP How it is done ~ STEP THREETHREE

PRICE

A B C Row Average

A 6/11 ~.5455 + 3/9~.3333 + 5/8~ .6250 = 1.5038 3 = .0512

B 2/11~.1818 + 1/9~.1111 + 1/16~.0625 = .3544 3 = .1185

C 3/11~.2727 + 5/9~.5556 + 5/16~.3803 = 1.2086 3 = .3803

1.000

Next convert fractions to decimals and find the average of each row.

Page 14: Analytical Hierarchy Process ( AHP ) By Jennifer McBride Operations Management By Jennifer McBride Operations Management May 6, 2003

How it is done ~ STEP How it is done ~ STEP FOURFOUR

Find the average for all the criterion by doing steps 1-3 on all the criteria. Arriving at the following

Location Price Distance Labor Wages

A .5012 .2819 .1790 .1561

B .1185 .0598 .6850 .6196

C .3803 .6583 .1360 .2243

Page 15: Analytical Hierarchy Process ( AHP ) By Jennifer McBride Operations Management By Jennifer McBride Operations Management May 6, 2003

How it is done ~ STEP FIVEHow it is done ~ STEP FIVE

Rank the criteria in order of importance ~use the same method used in ranking each criterion.

Criteria Price Distance Labor Wages

Price 1 1/5 3 4

Distance 5 1 9 7

Labor 1/3 1/9 1 2

Wages 1/4 1/7 1/2 1

Page 16: Analytical Hierarchy Process ( AHP ) By Jennifer McBride Operations Management By Jennifer McBride Operations Management May 6, 2003

How it is done ~ STEP 6-9How it is done ~ STEP 6-9

Repeat steps 1-4 with the new matrices. You should arrive at the following :Repeat steps 1-4 with the new matrices. You should arrive at the following :

Criteria Price Distance Labor Wage Row Average

Price .1519 .1375 .2222 .2857 .1933

Distance .7595 .6878 .6667 .5000 .6535

Labor .0506 .0764 .0741 .1429 .0860

Wage .0380 .0983 .0370 .0714 .0612

1.000

Page 17: Analytical Hierarchy Process ( AHP ) By Jennifer McBride Operations Management By Jennifer McBride Operations Management May 6, 2003

Row average= preference Row average= preference vector for the criteriavector for the criteria

CRITERIA

Price .1993

Distance .6535

Labor .0860

Wage .0612

Clearly the price of the land is #1, followed by distance to suppliers, labor pool quality, and last cost of wages.

Page 18: Analytical Hierarchy Process ( AHP ) By Jennifer McBride Operations Management By Jennifer McBride Operations Management May 6, 2003

FINAL CALCULATIONSFINAL CALCULATIONS

Location Price Distance Labor Wages

A .5012 .2819 .1790 .1561

B .1185 .0598 .6850 .6196

C .3803 .6583 .1360 .2243

CRITERIA

Price .1993

Distance .6535

Labor .0860

Wage .0612

X

Take the criteria matrix and multiple it by the preference vector

Location A score = .1993(.0512) + .6535(.2819) + .0860(.1790) +.0621(.1561) = .3091

Location B score = .1993(.1185) + .6535(.0598) + .0860(.6850) + .0612(.6196) = .1595

Location C score = .1993(.3803) + .6535(.6583) + .0860(.1360) + .0612(.2243) = .5314

Page 19: Analytical Hierarchy Process ( AHP ) By Jennifer McBride Operations Management By Jennifer McBride Operations Management May 6, 2003

And the results are . . . And the results are . . .

LOCATION Score

A .3091

B .1595

C .5314

1.0000

Based on the scored Location C should be chosen for Jilley Bean Co. to built a plant.

Page 20: Analytical Hierarchy Process ( AHP ) By Jennifer McBride Operations Management By Jennifer McBride Operations Management May 6, 2003

How is AHP is used in real How is AHP is used in real life ?life ?

Expert Choice a company that Expert Choice a company that specializes in AHP design software and specializes in AHP design software and performs services with it. Some of their performs services with it. Some of their clientele are:clientele are:

Ford Motor CompanyFord Motor Company Sprint PCSSprint PCS Department of Agriculture (USDA)Department of Agriculture (USDA) NavyNavy National Health Service of the United KingdomNational Health Service of the United Kingdom Ferrari SpA in ItalyFerrari SpA in Italy

Page 21: Analytical Hierarchy Process ( AHP ) By Jennifer McBride Operations Management By Jennifer McBride Operations Management May 6, 2003

How is AHP is used in real How is AHP is used in real life ?life ?

The USDA used it for the selection The USDA used it for the selection of bridge materials across the of bridge materials across the nation in several states.nation in several states.

Page 22: Analytical Hierarchy Process ( AHP ) By Jennifer McBride Operations Management By Jennifer McBride Operations Management May 6, 2003

Is there anything AHP Is there anything AHP cannot be used for ?cannot be used for ?

Not really as long as the decision Not really as long as the decision maker has set criteria and set maker has set criteria and set preferences of that criteria AHP can preferences of that criteria AHP can be used. be used.

Page 23: Analytical Hierarchy Process ( AHP ) By Jennifer McBride Operations Management By Jennifer McBride Operations Management May 6, 2003

ReferencesReferences

Russell, Roberta S. and Taylor III, Bernard W. Russell, Roberta S. and Taylor III, Bernard W. Operations Management 4th edition.Operations Management 4th edition. Upper Upper Saddle river, New Jersey: Prentice Hall, 2003.Saddle river, New Jersey: Prentice Hall, 2003.

Expert Choice Client List Expert Choice Client List <http://expert <http://expert choice.com/customers/client list.htmchoice.com/customers/client list.htm

Smith, Bush and Schmoldt. Smith, Bush and Schmoldt. The Selection of The Selection of Bridge Materials Utilizing the Analytical Bridge Materials Utilizing the Analytical Hierarchy Process. Hierarchy Process. 5 March 2003. 5 March 2003. <http://www/srs4702.forprod.vt.edu/pubsubj/abstract/a<http://www/srs4702.forprod.vt.edu/pubsubj/abstract/ab9760.b9760.