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IIPA
                                                   Indian Institute of Public Administration
                                                                Workshop on
                                                      Rural e Governance Round Table t i n g
                                                                                 craf          innovation together



   A Decision Framework for Rural e-Governance
   Initiatives combining The Wisdom of Crowds with
   the Analytic Hierarchy Process (AHP)
crafting innovation together




                               www.crafitti.com
                               navneet.bhushan@crafitti.com


                                              September 16-17, 2010
                               Confidential        New Delhi
What have we done …..
                                                                                          crafting innovation together

                               • We have asked a group of Experts (Chosen)
                                       – What key attributes should be considered while
                                         designing a rural e-Governance Initiative?
                               • We have asked them in multiple Delphi rounds a simple question for each of
                                 the attributes in Yes, No, Can’t say format

   Results are available in %age terms, such as …..
crafting innovation together




                                                                                         • 99% of experts believe that
                                                                                           Citizen Characteristics
                                                                                           should be included while
                                                                                           designing a citizen centric
                                                                                           rural e-governance Initiative

                               Confidential                  © Crafitti Consulting Private Ltd.            September 23, 2010   2
crafting innovation together
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                               Confidential   © Crafitti Consulting Private Ltd.            September 23, 2010   3
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                               Confidential   © Crafitti Consulting Private Ltd.            September 23, 2010   4
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                               Confidential   © Crafitti Consulting Private Ltd.            September 23, 2010   5
Can these %ages be considered as relative
   importance of each of the attributes?                                   crafting innovation together
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                                                                                   Obviously not…
                               Confidential   © Crafitti Consulting Private Ltd.            September 23, 2010   6
Information Theory tells us ….
                                                                                 crafting innovation together




                               If the likelihood/probability of all
                                  alternatives/attributes is uniform (equal likely)
                                  – then there is no information.
crafting innovation together




                               Confidential         © Crafitti Consulting Private Ltd.            September 23, 2010   7
Do the Experts Really Know?
                                                                                                     crafting innovation together

                               "... after a few more flashes in the pan, we shall hear very little more of Edison or his electric
                               lamp. Every claim he makes has been tested and proved impracticable." [New York Times,
                               January 16, 1880]
                                                        "Heavier-than-air flying machines are impossible."[Lord Kelvin,
                                                        president, Royal Society, 1895]

                                "Airplanes are interesting toys but of no military value."
                                [Marechal Ferdinand Foch, Professor of Strategy, Ecole Superieure
                                de Guerre]
                                                                     "Fooling around with alternating
crafting innovation together




                                                                     current is just a waste of time.
   "I think there is a world market for maybe five computers.“       Nobody will use it, ever."
   [Thomas Watson, chairman IBM, 1943]                               [Thomas Edison, 1889]

   "There is no reason anyone would want a computer in their                                                 "There is not the slightest indication
   home."                                                                                                    that nuclear energy will ever be
   [Ken Olson, Chairman and founder Digital Equipment                                                        obtainable. It would mean that the
   Corp., 1977]                                                                                              atom would have to be shattered at
                                                                                                             will."
   "640K ought to be enough for anybody."                                                                    [Albert Einstein, 1932]
   [Bill Gates, 1981]
       Confidential                                                     © Crafitti Consulting Private Ltd.                  September 23, 2010        8
WISDOM OF CROWDS
                                                             crafting innovation together

   • Collective Intelligence can be brought to bear on a wide variety of problems,
     and complexity is no bar
                               – Cognition Problems – have/will have definite
                                 solutions (who will win the World cup?)
                               – Coordination Problems – members of a group to find
                                 out how to coordinate their behaviour with each
crafting innovation together




                                 other (how can you drive safely in heavy traffic?)
                               – Cooperation Problems – challenges of getting self-
                                 interested, distrustful people to work together
                                 (paying taxes, dealing with pollution)

   James Surowiecki, The Wisdom of Crowds – Why the Many Are Smarter than
   the Confidential
        Few                           © Crafitti Consulting Private Ltd. September 23, 2010   9
WISDOM OF CROWDS
                                                                                                    crafting innovation together




                                 Individual Experts may not know about the whole;
                               however a crowd knows more than what the individual
                                                  knows provided

   •                               The crowd is composed of diverse set of individuals
   •                               They are independent of each other
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                                 •            Paradoxically, the best way for a group to be smart is for each person in it
                                              to think and act as independently as possible




   James Surowiecki, The Wisdom of Crowds – Why the Many Are Smarter than the Few
                               Confidential                            © Crafitti Consulting Private Ltd.            September 23, 2010   10
We need….
                                                                                   crafting innovation together




                               To include the crowd – rather than thinking about
                                 experts

                               Secondly we need to ask the right question – How
                                 much relative importance be given to each
crafting innovation together




                                 attribute rather with respect to the constructs
                                 and overall goal …

                                   We propose … The Analytic Hierarchy Process (AHP)
                               Confidential           © Crafitti Consulting Private Ltd.            September 23, 2010   11
Estimating the relative importance of each
                               attribute to evaluate /decide ReGI options
                                                                                                        crafting innovation together

                               • A Proposal
                                       – Combining the Wisdom of Crowds with the Analytic
                                         Hierarchy Process (AHP)
    Similar to Decision Matrix approach but allows a wider
     range of values in comparison of alternatives
    Developed by T.L. Saaty (1980)
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    AHP invites pair-wise qualitative comparisons
    The problem is organized as a hierarchy




                                              Bhushan N. and Rai K., Strategic Decision Making – Applying the Analytic
                                              Hierarchy Process, Springer, 2004

                               Confidential                                © Crafitti Consulting Private Ltd.            September 23, 2010   12
The Magical Number Seven, Plus or Minus Two:
                                        Some Limits on our Capacity for cProcessingi oInformation
                                                                         rafting innovat n together


                                                                                              George A. Miller (1956)
                                                                                                 Harvard University
                                                                                First published in Psychological Review, 63, 81-97.

                                              [1] This paper was first read as an Invited Address before the Eastern Psychological Association in Philadelphia on April 15, 1955.



                                                                                                                        The point seems to be that,
                                                                                                                        as we add more variables to
                                                                                                                        the display, we increase the
                                                                                                                        total capacity, but we
crafting innovation together




                                                                                                                        decrease the accuracy for
                                                                                                                        any particular variable. In
                                                                                                                        other words, we can make
                                                                                                                        relatively crude judgments of
                                                                                                                        several things simultaneously.


                               Confidential
Why AHP ?
                                                                   crafting innovation together


                               Qualitative Inputs         Sound Mathematical Basis

                               Pairwise comparisons       Consistency Evaluation
                                                          Gartner
                               Reduces Complexity of decision by organizing it in structured
                                format
                               Promotes comparison of homogeneous characteristics
crafting innovation together




                               Framework to check logical consistency
                               Facilitates What if Scenarios
                               It undermines Political Agendas
                               Facilitates Senior Managers’ buy-in
                               Confidential
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                                              AHP for ReGI
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                               Confidential
                                                                                 15
The Initial Hierarchy
                                                                                                                           crafting innovation together
                                                                                          Rural e-Government Initiative (ReGI) Design



                                                    Citizen                  Goal-Task                         Environment                      e-Technology
                                               Characteristics (CC)          Characteristics (GTC)             Characteristics (EC)             Characteristics (eTC)
                                                                             (GTC)                             (GTC)                            (GTC)
                                               Educational background        Tasks Composing the          Prevailing traditional                User –controlled interactive
                                                of citizens in the region      Goal                           techniques, skills, tools for         interface
                                               Prime occupation of           Priority of the task for       addressing the governance            Representational Vividness of
                                                citizens in the region         the achievement of Goal        issue/ task.                          services offered by use of
                                               Subsidiary occupations        Type of the task (Simple     Local resources (material)             multimedia techniques as
                                                of citizens in the region      Task/Decision Task/            available in the community, to        animation/narration
                                               Income slabs of citizens       Judgment Task/Problem          address the governance               Availability of local content and
                                                in the region                  Task/ Fuzzy Task)              issue/task.                           information
                                               Social composition of         Core task characteristics    Prevailing beliefs of the             Use of local language
                                                citizens in the region        Method/technology              community for the governance         Design of multiple access
                                                such as schedule               being currently used to        issue/ task.                          mechanisms
crafting innovation together




                                                tribe/schedule                 address the task             History of all other traditional      Social Support to initiative:
                                                caste/other backward          Time required to               solutions to address the              acceptance/awareness of
                                                classes                        accomplish the task            governance issue/task.                technology in the region
                                               Ability of citizens in the     using present                Whether there is continuity           Political support to initiative
                                                region to access               method/technology              between traditional skills and        from the elected
                                                technology related to e-      Information generated          methods and the present               representatives and higher
                                                governance initiative          by the task                    method to address the task.           administrative officers of the
                                                (Computer self-               Complexity of the task       Any other Details of                   state/district
                                                efficiency)                    using present                  collaborative development of         Technical support to initiative:
                                               Experience of citizens in      method/technology              knowledge pertaining to               Hardware availability, software
                                                the region with                                               profession (farming,                  upgradeability support Details
                                                technology related to                                         manufacture, forest products,         of indigenous means of
                                                ReGI                                                          health and nutrition)                 reaching out to Community
                                                                                                           Details of indigenous means of           such as community
                                                                                                           reaching out to Community such           celebrations , festivals and get-
                                                                                                           as community celebrations ,              togethers
                                                                                                           festivals and get-togethers             Details of health issues, natural
                                                                                                           Details of health issues, natural        disasters endemic to the region
                                                                                                           disasters endemic to the region
                                                                                Figure 1: The ReGI Design Evaluation Hierarchy
                               Confidential
Rural e-Government Initiative (ReGI) Design



                                                  Citizen          Goal-Task                Environment                 e-Technology                    Regional
                                               Characteristics     Characteris              Characteristics             Characteristicsa f t i n g i n nCharacteristicso g e t h e r
                                                                                                                                   cr                    ovation t
                                                    (CC)           tics (GTC)               (EC)                        (eTC)                           (RC)
                                                                   (GTC)
                                               Computer self -     Time required to            Traditional gov.          Availability of            Geographical
                                                efficiency           accomplish the               solutions                  local                       Indicators
                                               Gender               task                        Local resources            content/informati          Infrastructure
                                               Educational         Priority of the task         for gov.                   on                          Available
                                                background          Method/technolo             Indigenous                Use of local               Primary Language of
                                               Prime occupation     gy                           Communication              language                    Communication
                                               Income slabs        Using present                means                     Cost of Access             Critical Governance
                                               Social               method/technolo             History of                Technical support           needs of the region
                                                composition          gy                           traditional gov           Physical security          Citizen Groups
                                               Subsidiary          Tasks Composing              sol.                       & H/W Security             Social
                                                occupations         Information                 health, natural            issues                      networks/bonding
                                               Citizens’            generated by the             disasters endemic         Training of                Accessibility
                                                Awareness/Acce       task                        Collaborative              stakeholders               Local technical
                                                ptance              Cost of the task             develop. of               Social Support              resources available
                                               Technology Exp.     Time Saved for               knowledge                 Data                       Bureaucratic setup
                                               Age Profile          the task using              Beliefs for gov.           management                  & relation with gov.
                                               Community            ReGI                        Continuity b/w             Attributes
crafting innovation together




                                                specifications      Feedback                     traditional &             Representational
                                               Sample study of     Sustainability and           present method             Vividness of
                                                Citizen’s daily      Revenue task                Local Culture &            services
                                                routine             Core task                    Traditions                Design of multiple
                                               Family members       characteristics             Community                  access
                                                                    Importance of                responses in past          mechanisms
                                                                     task to citizen              situations                User–controlled
                                                                    Participatory rules          reaching out to            interactive
                                                                     for citizens                 Community such             interface
                                                                    Re-engineering               as community              Available IT
                                                                     specifications               celebrations ,             Resources
                                                                    Measurability of             festivals and get -       Political support
                                                                     goal                         togethers                 Maintenance
                                                                    Type of the task            Details of health          Mechanisms
                                                                    Analysis of                  issues, natural           Feedback about
                                                                     inter/intra                  disasters endemi c         the technology
                                                                     dependencies                 to the region             Regional demand
                                                                    Task performance                                        for the technology
                                                                    Information
                                                                     gathering
                               Confidential                          strategies                    © Crafitti Consulting Private Ltd.                              September 23, 2010   17
Pairwise Comparisons

                                                           crafting innovation together
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                               Confidential
Pairwise Comparisons

                                                               crafting innovation together




                                               √
                                               √
                                                   √
                                                   √
                                                   √       √
                                                           √
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                                                           √
                                                           √
                                                       √




                               Confidential
Relative Weights Derivation and Consistency
   Evaluation
                                              crafting innovation together
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                               Confidential
Relative Weights Derivation and Consistency
   Evaluation
                                              crafting innovation together
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                               Confidential
Top Level Radar Plot

                                                           crafting innovation together
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                               Confidential
Similar Process for sub level of each construct

                                                                         crafting innovation together
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                               Confidential
Relative Global Weights for All Attributes

                                                                       crafting innovation together
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                               Confidential
Consensus Creation with Multiple Experts
                                            (Next Steps)
                                                                                                                       crafting innovation together


                                                                Weights Variation Chart with
                                                                Normalized Geometric Means

                                                        5.32%


                                                            7.68%


                                                    4.86%                                                             Process/Tools

                                                                                                                      Documentation
                                                                                     14.40%
                                                                                                                      External
crafting innovation together




                                                                                      19.23%                          Constraints
                                                                                                                      Stability
                                                                                                    15.32%
                                                                                                                      Complexity

                                                                    9.45%                                             Staffing Constraints

                                                                                      19.17%                          Expertise




                                                4.57%


                               0.0000              0.1000                   0.2000             0.3000        0.4000
                                                                        Weights


                                 Confidential
http://www.crafitti.com
                                                                         crafting innovation together



                                   Crafitti helps in crafting
                                    innovation in Business,
                                   Science and Technology.

                                      Your Innovation Think Tank
crafting innovation together




                               •      Navneet Bhushan, Co-crafter
                               •      Founder Director| Crafitti Consulting Pvt Ltd |www.crafitti.com
                               •      +91-9902766961 |+91-80-41688077
                               •      (navneet.bhushan@crafitti.com)
                               •      1B-401, Akme Harmony, Amblipura, Sarjapur Outer Ring Road,
                                      Bangalore 560037, INDIA
                               Confidential                         26                September 23, 2010

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Wisdom of crowds and AHP for Rural eGovernance

  • 1. IIPA Indian Institute of Public Administration Workshop on Rural e Governance Round Table t i n g craf innovation together A Decision Framework for Rural e-Governance Initiatives combining The Wisdom of Crowds with the Analytic Hierarchy Process (AHP) crafting innovation together www.crafitti.com navneet.bhushan@crafitti.com September 16-17, 2010 Confidential New Delhi
  • 2. What have we done ….. crafting innovation together • We have asked a group of Experts (Chosen) – What key attributes should be considered while designing a rural e-Governance Initiative? • We have asked them in multiple Delphi rounds a simple question for each of the attributes in Yes, No, Can’t say format Results are available in %age terms, such as ….. crafting innovation together • 99% of experts believe that Citizen Characteristics should be included while designing a citizen centric rural e-governance Initiative Confidential © Crafitti Consulting Private Ltd. September 23, 2010 2
  • 3. crafting innovation together crafting innovation together Confidential © Crafitti Consulting Private Ltd. September 23, 2010 3
  • 4. crafting innovation together crafting innovation together Confidential © Crafitti Consulting Private Ltd. September 23, 2010 4
  • 5. crafting innovation together crafting innovation together Confidential © Crafitti Consulting Private Ltd. September 23, 2010 5
  • 6. Can these %ages be considered as relative importance of each of the attributes? crafting innovation together crafting innovation together Obviously not… Confidential © Crafitti Consulting Private Ltd. September 23, 2010 6
  • 7. Information Theory tells us …. crafting innovation together If the likelihood/probability of all alternatives/attributes is uniform (equal likely) – then there is no information. crafting innovation together Confidential © Crafitti Consulting Private Ltd. September 23, 2010 7
  • 8. Do the Experts Really Know? crafting innovation together "... after a few more flashes in the pan, we shall hear very little more of Edison or his electric lamp. Every claim he makes has been tested and proved impracticable." [New York Times, January 16, 1880] "Heavier-than-air flying machines are impossible."[Lord Kelvin, president, Royal Society, 1895] "Airplanes are interesting toys but of no military value." [Marechal Ferdinand Foch, Professor of Strategy, Ecole Superieure de Guerre] "Fooling around with alternating crafting innovation together current is just a waste of time. "I think there is a world market for maybe five computers.“ Nobody will use it, ever." [Thomas Watson, chairman IBM, 1943] [Thomas Edison, 1889] "There is no reason anyone would want a computer in their "There is not the slightest indication home." that nuclear energy will ever be [Ken Olson, Chairman and founder Digital Equipment obtainable. It would mean that the Corp., 1977] atom would have to be shattered at will." "640K ought to be enough for anybody." [Albert Einstein, 1932] [Bill Gates, 1981] Confidential © Crafitti Consulting Private Ltd. September 23, 2010 8
  • 9. WISDOM OF CROWDS crafting innovation together • Collective Intelligence can be brought to bear on a wide variety of problems, and complexity is no bar – Cognition Problems – have/will have definite solutions (who will win the World cup?) – Coordination Problems – members of a group to find out how to coordinate their behaviour with each crafting innovation together other (how can you drive safely in heavy traffic?) – Cooperation Problems – challenges of getting self- interested, distrustful people to work together (paying taxes, dealing with pollution) James Surowiecki, The Wisdom of Crowds – Why the Many Are Smarter than the Confidential Few © Crafitti Consulting Private Ltd. September 23, 2010 9
  • 10. WISDOM OF CROWDS crafting innovation together Individual Experts may not know about the whole; however a crowd knows more than what the individual knows provided • The crowd is composed of diverse set of individuals • They are independent of each other crafting innovation together • Paradoxically, the best way for a group to be smart is for each person in it to think and act as independently as possible James Surowiecki, The Wisdom of Crowds – Why the Many Are Smarter than the Few Confidential © Crafitti Consulting Private Ltd. September 23, 2010 10
  • 11. We need…. crafting innovation together To include the crowd – rather than thinking about experts Secondly we need to ask the right question – How much relative importance be given to each crafting innovation together attribute rather with respect to the constructs and overall goal … We propose … The Analytic Hierarchy Process (AHP) Confidential © Crafitti Consulting Private Ltd. September 23, 2010 11
  • 12. Estimating the relative importance of each attribute to evaluate /decide ReGI options crafting innovation together • A Proposal – Combining the Wisdom of Crowds with the Analytic Hierarchy Process (AHP)  Similar to Decision Matrix approach but allows a wider range of values in comparison of alternatives  Developed by T.L. Saaty (1980) crafting innovation together  AHP invites pair-wise qualitative comparisons  The problem is organized as a hierarchy Bhushan N. and Rai K., Strategic Decision Making – Applying the Analytic Hierarchy Process, Springer, 2004 Confidential © Crafitti Consulting Private Ltd. September 23, 2010 12
  • 13. The Magical Number Seven, Plus or Minus Two: Some Limits on our Capacity for cProcessingi oInformation rafting innovat n together George A. Miller (1956) Harvard University First published in Psychological Review, 63, 81-97. [1] This paper was first read as an Invited Address before the Eastern Psychological Association in Philadelphia on April 15, 1955. The point seems to be that, as we add more variables to the display, we increase the total capacity, but we crafting innovation together decrease the accuracy for any particular variable. In other words, we can make relatively crude judgments of several things simultaneously. Confidential
  • 14. Why AHP ? crafting innovation together Qualitative Inputs Sound Mathematical Basis Pairwise comparisons Consistency Evaluation Gartner Reduces Complexity of decision by organizing it in structured format Promotes comparison of homogeneous characteristics crafting innovation together Framework to check logical consistency Facilitates What if Scenarios It undermines Political Agendas Facilitates Senior Managers’ buy-in Confidential
  • 15. crafting innovation together AHP for ReGI crafting innovation together Confidential 15
  • 16. The Initial Hierarchy crafting innovation together Rural e-Government Initiative (ReGI) Design Citizen Goal-Task Environment e-Technology Characteristics (CC) Characteristics (GTC) Characteristics (EC) Characteristics (eTC) (GTC) (GTC) (GTC)  Educational background  Tasks Composing the  Prevailing traditional  User –controlled interactive of citizens in the region Goal techniques, skills, tools for interface  Prime occupation of  Priority of the task for addressing the governance  Representational Vividness of citizens in the region the achievement of Goal issue/ task. services offered by use of  Subsidiary occupations  Type of the task (Simple  Local resources (material) multimedia techniques as of citizens in the region Task/Decision Task/ available in the community, to animation/narration  Income slabs of citizens Judgment Task/Problem address the governance  Availability of local content and in the region Task/ Fuzzy Task) issue/task. information  Social composition of  Core task characteristics  Prevailing beliefs of the  Use of local language citizens in the region  Method/technology community for the governance  Design of multiple access such as schedule being currently used to issue/ task. mechanisms crafting innovation together tribe/schedule address the task  History of all other traditional  Social Support to initiative: caste/other backward  Time required to solutions to address the acceptance/awareness of classes accomplish the task governance issue/task. technology in the region  Ability of citizens in the using present  Whether there is continuity  Political support to initiative region to access method/technology between traditional skills and from the elected technology related to e-  Information generated methods and the present representatives and higher governance initiative by the task method to address the task. administrative officers of the (Computer self-  Complexity of the task  Any other Details of state/district efficiency) using present collaborative development of  Technical support to initiative:  Experience of citizens in method/technology knowledge pertaining to Hardware availability, software the region with profession (farming, upgradeability support Details technology related to manufacture, forest products, of indigenous means of ReGI health and nutrition) reaching out to Community Details of indigenous means of such as community reaching out to Community such celebrations , festivals and get- as community celebrations , togethers festivals and get-togethers  Details of health issues, natural Details of health issues, natural disasters endemic to the region disasters endemic to the region Figure 1: The ReGI Design Evaluation Hierarchy Confidential
  • 17. Rural e-Government Initiative (ReGI) Design Citizen Goal-Task Environment e-Technology Regional Characteristics Characteris Characteristics Characteristicsa f t i n g i n nCharacteristicso g e t h e r cr ovation t (CC) tics (GTC) (EC) (eTC) (RC) (GTC)  Computer self -  Time required to  Traditional gov.  Availability of  Geographical efficiency accomplish the solutions local Indicators  Gender task  Local resources content/informati  Infrastructure  Educational  Priority of the task for gov. on Available background  Method/technolo  Indigenous  Use of local  Primary Language of  Prime occupation gy Communication language Communication  Income slabs  Using present means  Cost of Access  Critical Governance  Social method/technolo  History of  Technical support needs of the region composition gy traditional gov  Physical security  Citizen Groups  Subsidiary  Tasks Composing sol. & H/W Security  Social occupations  Information  health, natural issues networks/bonding  Citizens’ generated by the disasters endemic  Training of  Accessibility Awareness/Acce task  Collaborative stakeholders  Local technical ptance  Cost of the task develop. of  Social Support resources available  Technology Exp.  Time Saved for knowledge  Data  Bureaucratic setup  Age Profile the task using  Beliefs for gov. management & relation with gov.  Community ReGI  Continuity b/w Attributes crafting innovation together specifications  Feedback traditional &  Representational  Sample study of  Sustainability and present method Vividness of Citizen’s daily Revenue task  Local Culture & services routine  Core task Traditions  Design of multiple  Family members characteristics  Community access  Importance of responses in past mechanisms task to citizen situations  User–controlled  Participatory rules reaching out to interactive for citizens Community such interface  Re-engineering as community  Available IT specifications celebrations , Resources  Measurability of festivals and get -  Political support goal togethers  Maintenance  Type of the task  Details of health Mechanisms  Analysis of issues, natural  Feedback about inter/intra disasters endemi c the technology dependencies to the region  Regional demand  Task performance for the technology  Information gathering Confidential strategies © Crafitti Consulting Private Ltd. September 23, 2010 17
  • 18. Pairwise Comparisons crafting innovation together crafting innovation together Confidential
  • 19. Pairwise Comparisons crafting innovation together √ √ √ √ √ √ √ crafting innovation together √ √ √ Confidential
  • 20. Relative Weights Derivation and Consistency Evaluation crafting innovation together crafting innovation together Confidential
  • 21. Relative Weights Derivation and Consistency Evaluation crafting innovation together crafting innovation together Confidential
  • 22. Top Level Radar Plot crafting innovation together crafting innovation together Confidential
  • 23. Similar Process for sub level of each construct crafting innovation together crafting innovation together Confidential
  • 24. Relative Global Weights for All Attributes crafting innovation together crafting innovation together Confidential
  • 25. Consensus Creation with Multiple Experts (Next Steps) crafting innovation together Weights Variation Chart with Normalized Geometric Means 5.32% 7.68% 4.86% Process/Tools Documentation 14.40% External crafting innovation together 19.23% Constraints Stability 15.32% Complexity 9.45% Staffing Constraints 19.17% Expertise 4.57% 0.0000 0.1000 0.2000 0.3000 0.4000 Weights Confidential
  • 26. http://www.crafitti.com crafting innovation together Crafitti helps in crafting innovation in Business, Science and Technology. Your Innovation Think Tank crafting innovation together • Navneet Bhushan, Co-crafter • Founder Director| Crafitti Consulting Pvt Ltd |www.crafitti.com • +91-9902766961 |+91-80-41688077 • (navneet.bhushan@crafitti.com) • 1B-401, Akme Harmony, Amblipura, Sarjapur Outer Ring Road, Bangalore 560037, INDIA Confidential 26 September 23, 2010