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Analytics Services
                                                                    Product Network Analysis -
                                                                    Amazon.com Case Study


                                                                    Introduction Document

                                                                    March, 2013




© 2006 Forte Consulting. All Rights Protected and Reserved.   Disclaimer: Public Amazon.com data is used for illustration and results can not be used for commercial purposes.
What is PNA?
     Product Network Analysis (PNA) is the automated discovery of relations as well as key
     products and their roles within a product portfolio


       An item of interest for purchasers
        of both “Healthy Baby Products”
        and “Parenting Books”.                                                                                 Most commonly purchased item
       Effective in cross-category sales                                                                       within “Parenting Books”.
        triggering.                                                                                            Must have / loyalty builder for
                                                                                                                “Parenting Books”.




                                                An isolated item, creating limited synergy with portfolio.
                                                Evaluated in rationalization and new category build-up.


© 2013 Forte Consultancy Group. All Rights Protected and Reserved.            Forte Consultancy Group                                             2
Why use PNA?
     PNA provides ability to identify hidden, untapped opportunities across merchandising and
     marketing activities, increasing customer loyalty and sales as the ultimate impact


                                                                                               Sourcing & Assortment
      Targeted Promotions
                                                                                               Increased efficiency in product
     Increased cross-sales                                                                     portfolio and new category
     opportunities and micro-                                                                  development opportunities.
     category loyalty management




                                                                     PNA




    Product Pricing
                                                                                                       Layout & Shelf Management
    Optimized prices, incorporating
    cross-sales and loyalty impact                                                                    Optimized product line-up,
    of products                                                                                       maximizing relevance and
                                                                                                      increasing impulse purchase



© 2013 Forte Consultancy Group. All Rights Protected and Reserved.   Forte Consultancy Group                                        3
PNA Case Study – Amazon.com
     As a showcase, our PNA model discovered 6,370 product clusters from Amazon.com
     product data from 2006, including over 350K books, video and music items

     Size of Product Clusters vs. Number of Items

                Portfolio Rationalization Opportunities

         2418



                                                                                                                                      Micro-Category
                                                                                                                                       Development
                                                                                                                                       Opportunities


                                                                                       Cross-sales & Bundling
                                                                                           Opportunities
                       989



                                    582
                                                                                                                                                       523
                                                  418
                                                               310
                                                                     249   204
                                                                                 127    100   92    78    67     40   36        38             33
                                                                                                                           24        24   18

            2            3             4            5            6   7     8     9      10    11    12    13     14   15   16   17   18   19   20      +

    Source: Forte Consultancy Analysis on product recommendation data of Amazon.com.
© 2013 Forte Consultancy Group. All Rights Protected and Reserved.                     Forte Consultancy Group                                               4
Sample Product Clusters Discovered (1 of 3)
     PNA provides ability to fine-tune and sub-categorize product categories managed by
     retailers…


                                        Cluster # 57
                                       (Art of Music)




                                                                                               Products in Cluster
                                                                                                     1659

© 2013 Forte Consultancy Group. All Rights Protected and Reserved.   Forte Consultancy Group                         5
Sample Product Clusters Discovered (2 of 3)
     …and provide opportunity to discover less traditional and overlooked micro-categories…



                                        Cluster # 65
                                        (Witchcraft)




                                                                                               Products in Cluster
                                                                                                     2215

© 2013 Forte Consultancy Group. All Rights Protected and Reserved.   Forte Consultancy Group                         6
Sample Product Clusters Discovered (3 of 3)
     …which can be quite sizeable in some cases



                                     Cluster # 62
                                  (Troubled Family)




                                                                                               Products in Cluster
                                                                                                     4092

© 2013 Forte Consultancy Group. All Rights Protected and Reserved.   Forte Consultancy Group                         7
Sample Isolated Products Discovered
     In addition, PNA facilitates identification of isolated products, which point out to
     merchandising rationalization and enrichment opportunities




                                              Isolated Cluster (# 1)                                Isolated Cluster (# 2)

                                     Boston University Hockey                                     Everything about Zippo




                                              Isolated Cluster (# 3)                                Isolated Cluster (# 4)

                                           Discovering Houston                                   Gender Specific Mentoring

© 2013 Forte Consultancy Group. All Rights Protected and Reserved.     Forte Consultancy Group                               8
The information contained in this document, much of which is confidential to Forte     Forte Consultancy Group | Istanbul Office
Consultancy Group, is for the sole use of the intended recipients. No part of this         Giz 2000 Plaza No: 7/57, 15th Floor
document may be reproduced in any form or by any means, electronic, mechanical,             Maslak, Istanbul - Turkey
photocopying, recording, or otherwise, without the prior written permission of Forte   @    info@forteconsultancy.com
Consultancy Group.
                                                                                           +90 212 230 9004

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Amazon.com Product Network Analysis (Forte Consultancy Group)

  • 1. Analytics Services Product Network Analysis - Amazon.com Case Study Introduction Document March, 2013 © 2006 Forte Consulting. All Rights Protected and Reserved. Disclaimer: Public Amazon.com data is used for illustration and results can not be used for commercial purposes.
  • 2. What is PNA? Product Network Analysis (PNA) is the automated discovery of relations as well as key products and their roles within a product portfolio  An item of interest for purchasers of both “Healthy Baby Products” and “Parenting Books”.  Most commonly purchased item  Effective in cross-category sales within “Parenting Books”. triggering.  Must have / loyalty builder for “Parenting Books”.  An isolated item, creating limited synergy with portfolio.  Evaluated in rationalization and new category build-up. © 2013 Forte Consultancy Group. All Rights Protected and Reserved. Forte Consultancy Group 2
  • 3. Why use PNA? PNA provides ability to identify hidden, untapped opportunities across merchandising and marketing activities, increasing customer loyalty and sales as the ultimate impact Sourcing & Assortment Targeted Promotions Increased efficiency in product Increased cross-sales portfolio and new category opportunities and micro- development opportunities. category loyalty management PNA Product Pricing Layout & Shelf Management Optimized prices, incorporating cross-sales and loyalty impact Optimized product line-up, of products maximizing relevance and increasing impulse purchase © 2013 Forte Consultancy Group. All Rights Protected and Reserved. Forte Consultancy Group 3
  • 4. PNA Case Study – Amazon.com As a showcase, our PNA model discovered 6,370 product clusters from Amazon.com product data from 2006, including over 350K books, video and music items Size of Product Clusters vs. Number of Items Portfolio Rationalization Opportunities 2418 Micro-Category Development Opportunities Cross-sales & Bundling Opportunities 989 582 523 418 310 249 204 127 100 92 78 67 40 36 38 33 24 24 18 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 + Source: Forte Consultancy Analysis on product recommendation data of Amazon.com. © 2013 Forte Consultancy Group. All Rights Protected and Reserved. Forte Consultancy Group 4
  • 5. Sample Product Clusters Discovered (1 of 3) PNA provides ability to fine-tune and sub-categorize product categories managed by retailers… Cluster # 57 (Art of Music) Products in Cluster 1659 © 2013 Forte Consultancy Group. All Rights Protected and Reserved. Forte Consultancy Group 5
  • 6. Sample Product Clusters Discovered (2 of 3) …and provide opportunity to discover less traditional and overlooked micro-categories… Cluster # 65 (Witchcraft) Products in Cluster 2215 © 2013 Forte Consultancy Group. All Rights Protected and Reserved. Forte Consultancy Group 6
  • 7. Sample Product Clusters Discovered (3 of 3) …which can be quite sizeable in some cases Cluster # 62 (Troubled Family) Products in Cluster 4092 © 2013 Forte Consultancy Group. All Rights Protected and Reserved. Forte Consultancy Group 7
  • 8. Sample Isolated Products Discovered In addition, PNA facilitates identification of isolated products, which point out to merchandising rationalization and enrichment opportunities Isolated Cluster (# 1) Isolated Cluster (# 2) Boston University Hockey Everything about Zippo Isolated Cluster (# 3) Isolated Cluster (# 4) Discovering Houston Gender Specific Mentoring © 2013 Forte Consultancy Group. All Rights Protected and Reserved. Forte Consultancy Group 8
  • 9. The information contained in this document, much of which is confidential to Forte Forte Consultancy Group | Istanbul Office Consultancy Group, is for the sole use of the intended recipients. No part of this  Giz 2000 Plaza No: 7/57, 15th Floor document may be reproduced in any form or by any means, electronic, mechanical, Maslak, Istanbul - Turkey photocopying, recording, or otherwise, without the prior written permission of Forte @ info@forteconsultancy.com Consultancy Group.  +90 212 230 9004