GRAMENE
                     R
Data Liberation Via Visualization:
   Migration Patterns in India
Introduction
 Indian School of Business – Top ranked Business school
    in India, located in Hyderabad
   Fosters research in various business domains, such as
    Finance, Marketing, Emerging Markets and Information
    Systems
   SRITNE is one such research center that focuses on the
    business and societal value of IT
   One of the initiatives under SRITNE is Asia Analytics Lab
    headed by Prof. Galit Shmueli
   Asia Analytics Labs is the focal point of data analytics
    initiatives, education, research and business
    applications in the Asian context
Data Liberation Via Visualization
 A joint collaboration between SRITNE and
  Gramener
 One of the objectives is to develop and promote use
  of visual analytics
 Foster a culture of open data within the academic
  community
Agenda
 Introduction
 Migration Patterns
     Within the State
     Across States
     Rural – Urban movement
 Key Reasons for Migration
     Do the reasons vary by state?
     Reason vs Post-migration status
 Evolution of Migration over the years
Migration: Key Statistics


               572,254                30%
          Surveyed                   Migrants
          Population
            NSS 2007-08




          Geographic
 Distribution of Intra-
    State movement
           Inbount vs       Intra-       Across-
   Outbound pattern         State        States
        across States        85%           15%
  Migration between
    Rural and Urban
              regions
Intra-State migration Patterns
 Number of migrants moving within each of the States…


                          0          17,836                                   0%           37%



                                                                 36%




                    17k



             9k               10k
                                                        33%


       14k                    Top churn in bigger                             %Churn highlights
                                states, except                         37%      4 different
              11k
                                     Bihar                                      states/UTs

                                                                                     33%
                                                                34%



 …in absolute numbers                               …as a % of state’s survey size
Inter-State migration: Net Gain/Loss View
  Net Inflow (i.e Inbound – Outbound) of migrants into each State…


                         -3,261           1,953                                         -6%               40%



                                                                      +41% Chandiga
       1,285
                                                                  +21%     rh


                -3,261                                                        -5%
                                                                                      -6%
                         -2,471



                                                         Daman &
                                                            +29%
                                                             Diu
                                   Net loss for UP,            +34%
        1,953                                                      +5%
                                                           D&N Haveli
                                        Bihar
                                                                                        % Net gain for UTs
                                  Net gain for Delhi,
                                         MH
                                                                            +23%                        +22%
                                                                             Puducher              A&N
                                                                             ry                    Islands



…in absolute numbers                                    …as a % of state’s survey size
                                                                                      (rescaled)
Top destinations for
Inter-State migration: States Heat-map   UP, BH, RJ migrants
                                         Consistent migration
                                            in geographic
                                               proximity
What is the pattern across
  Rural-Urban areas?
State migrated to      Rural-to-Rural   Rural-to-Urban   Urban-to-Urban Urban-to-Rural

                                     INDIA                       53%              24%              16%             6%

                                     Bihar                       71%              17%              7%              5%
Migration across Rural               Sikkim
                                     Tripura
                                                                 69%
                                                                 66%
                                                                                  12%
                                                                                  19%
                                                                                                   9%
                                                                                                   11%
                                                                                                                  10%
                                                                                                                   4%

Areas is significant!                Himachal Pradesh
                                     Uttar Pradesh
                                                                 65%
                                                                 65%
                                                                                  19%
                                                                                  18%
                                                                                                   8%
                                                                                                   12%
                                                                                                                   7%
                                                                                                                   5%
                                     Orissa                      65%              22%              9%              4%
                                     Rajasthan                   60%              21%              13%             6%
                                     Madhya Pradesh              57%              21%              18%             5%
..followed by migration              Jharkhand
                                     West Bengal
                                                                 57%
                                                                 56%
                                                                                  22%
                                                                                  22%
                                                                                                   18%
                                                                                                   18%
                                                                                                                   3%
                                                                                                                   4%
to Urban Areas..                     Chhattisgarh
                                     Kerala
                                                                 56%
                                                                 55%
                                                                                  23%
                                                                                  22%
                                                                                                   13%
                                                                                                   12%
                                                                                                                   8%
                                                                                                                  11%
                                     Andhra Pradesh              53%              28%              13%             6%
                                     Assam                       51%              29%              15%             5%
                                     Haryana                     50%              25%              17%             7%
..Reverse migration                  Punjab                      50%              20%              23%             7%
                                     Uttaranchal                 50%              22%              20%             7%
from Urban to Rural is               Andaman & N Islands
                                     Karnataka
                                                                 50%
                                                                 48%
                                                                                  31%
                                                                                  26%
                                                                                                   11%
                                                                                                   21%
                                                                                                                   9%
                                                                                                                   6%
rare!                                Meghalaya
                                     Dadra & Nagar Haveli
                                                                 46%
                                                                 45%
                                                                                  20%
                                                                                  39%
                                                                                                   20%
                                                                                                   14%
                                                                                                                  15%
                                                                                                                   2%
                                     Gujarat                     45%              29%              21%             6%
                                     Jammu & Kashmir             45%              33%              16%             6%
                                     Maharashtra                 42%              29%              23%             6%
                                     Tamil Nadu                  40%              30%              21%             9%
                                     Daman & Diu                 40%              26%              18%            16%
                                     Manipur                     39%              18%              15%            28%
                                     Nagaland                    27%              24%              21%            27%
        Union Territories buck       Mizoram                     26%              38%              30%             6%
        this trend, again! ..along   Goa                         23%              47%              25%             6%
                                     Arunachal Pradesh           22%              37%              24%            17%
        with some North-Eastern      Pondicherry                 20%              43%              32%             6%
        states                       Lakshadweep                 18%              31%              28%            23%
                                     Chandigarh                  14%              39%              44%             3%
                                     Delhi                        6%              54%              37%             3%
Why are they migrating?
The major reason for women to migrate is due to marriage and
for men it is search for better employment/transfer
How are the reasons evolving over the
years?
Gradually increasing / changing with evolving economic
conditions
Do people in certain states move due a
particular reason?
People in Tripura migrate mostly because of Forced Reasons, whereas the most
dominant reason in UP is Marriage!
What do they migrate for: Post
Migration Employment Status
Women who marry and migrate are involved in Domestic Duties,
while men who migrate are employed as wage employees.
Migration Summary
 Intra-state migration is higher than the inter-state
    migration
   UP and Bihar lose the maximum number of people
    whereas Maharashtra and the Union Territories gain
   Rural to Rural Migration is dominant, and very rarely
    Urban population moves to Rural areas
   Marriage and Employment drive the migration patterns
    in India
   Women are generally involved in Domestic Duties post
    migration whereas Men are working as Wage workers
Why Visual Analytics?
 Visual Analytics – comprehensive and compelling,
    eye-catchy and pleasing
   Enables you get a snap-shot of large datasets and
    the underlying story
   Enhances the chances of seeing unknown patterns
   Encompasses analytical reasoning techniques, data-
    processing techniques, visual representations,
    design and creating business value
   Finally, it’s fun!
Questions?



             GRAMENE

Migration patterns in India

  • 1.
    GRAMENE R Data Liberation Via Visualization: Migration Patterns in India
  • 2.
    Introduction  Indian Schoolof Business – Top ranked Business school in India, located in Hyderabad  Fosters research in various business domains, such as Finance, Marketing, Emerging Markets and Information Systems  SRITNE is one such research center that focuses on the business and societal value of IT  One of the initiatives under SRITNE is Asia Analytics Lab headed by Prof. Galit Shmueli  Asia Analytics Labs is the focal point of data analytics initiatives, education, research and business applications in the Asian context
  • 3.
    Data Liberation ViaVisualization  A joint collaboration between SRITNE and Gramener  One of the objectives is to develop and promote use of visual analytics  Foster a culture of open data within the academic community
  • 4.
    Agenda  Introduction  MigrationPatterns  Within the State  Across States  Rural – Urban movement  Key Reasons for Migration  Do the reasons vary by state?  Reason vs Post-migration status  Evolution of Migration over the years
  • 5.
    Migration: Key Statistics 572,254 30% Surveyed Migrants Population NSS 2007-08 Geographic Distribution of Intra- State movement Inbount vs Intra- Across- Outbound pattern State States across States 85% 15% Migration between Rural and Urban regions
  • 6.
    Intra-State migration Patterns Number of migrants moving within each of the States… 0 17,836 0% 37% 36% 17k 9k 10k 33% 14k Top churn in bigger %Churn highlights states, except 37% 4 different 11k Bihar states/UTs 33% 34% …in absolute numbers …as a % of state’s survey size
  • 7.
    Inter-State migration: NetGain/Loss View Net Inflow (i.e Inbound – Outbound) of migrants into each State… -3,261 1,953 -6% 40% +41% Chandiga 1,285 +21% rh -3,261 -5% -6% -2,471 Daman & +29% Diu Net loss for UP, +34% 1,953 +5% D&N Haveli Bihar % Net gain for UTs Net gain for Delhi, MH +23% +22% Puducher A&N ry Islands …in absolute numbers …as a % of state’s survey size (rescaled)
  • 8.
    Top destinations for Inter-Statemigration: States Heat-map UP, BH, RJ migrants Consistent migration in geographic proximity
  • 9.
    What is thepattern across Rural-Urban areas?
  • 10.
    State migrated to Rural-to-Rural Rural-to-Urban Urban-to-Urban Urban-to-Rural INDIA 53% 24% 16% 6% Bihar 71% 17% 7% 5% Migration across Rural Sikkim Tripura 69% 66% 12% 19% 9% 11% 10% 4% Areas is significant! Himachal Pradesh Uttar Pradesh 65% 65% 19% 18% 8% 12% 7% 5% Orissa 65% 22% 9% 4% Rajasthan 60% 21% 13% 6% Madhya Pradesh 57% 21% 18% 5% ..followed by migration Jharkhand West Bengal 57% 56% 22% 22% 18% 18% 3% 4% to Urban Areas.. Chhattisgarh Kerala 56% 55% 23% 22% 13% 12% 8% 11% Andhra Pradesh 53% 28% 13% 6% Assam 51% 29% 15% 5% Haryana 50% 25% 17% 7% ..Reverse migration Punjab 50% 20% 23% 7% Uttaranchal 50% 22% 20% 7% from Urban to Rural is Andaman & N Islands Karnataka 50% 48% 31% 26% 11% 21% 9% 6% rare! Meghalaya Dadra & Nagar Haveli 46% 45% 20% 39% 20% 14% 15% 2% Gujarat 45% 29% 21% 6% Jammu & Kashmir 45% 33% 16% 6% Maharashtra 42% 29% 23% 6% Tamil Nadu 40% 30% 21% 9% Daman & Diu 40% 26% 18% 16% Manipur 39% 18% 15% 28% Nagaland 27% 24% 21% 27% Union Territories buck Mizoram 26% 38% 30% 6% this trend, again! ..along Goa 23% 47% 25% 6% Arunachal Pradesh 22% 37% 24% 17% with some North-Eastern Pondicherry 20% 43% 32% 6% states Lakshadweep 18% 31% 28% 23% Chandigarh 14% 39% 44% 3% Delhi 6% 54% 37% 3%
  • 11.
    Why are theymigrating?
  • 12.
    The major reasonfor women to migrate is due to marriage and for men it is search for better employment/transfer
  • 13.
    How are thereasons evolving over the years?
  • 14.
    Gradually increasing /changing with evolving economic conditions
  • 15.
    Do people incertain states move due a particular reason?
  • 16.
    People in Tripuramigrate mostly because of Forced Reasons, whereas the most dominant reason in UP is Marriage!
  • 17.
    What do theymigrate for: Post Migration Employment Status
  • 18.
    Women who marryand migrate are involved in Domestic Duties, while men who migrate are employed as wage employees.
  • 19.
    Migration Summary  Intra-statemigration is higher than the inter-state migration  UP and Bihar lose the maximum number of people whereas Maharashtra and the Union Territories gain  Rural to Rural Migration is dominant, and very rarely Urban population moves to Rural areas  Marriage and Employment drive the migration patterns in India  Women are generally involved in Domestic Duties post migration whereas Men are working as Wage workers
  • 20.
    Why Visual Analytics? Visual Analytics – comprehensive and compelling, eye-catchy and pleasing  Enables you get a snap-shot of large datasets and the underlying story  Enhances the chances of seeing unknown patterns  Encompasses analytical reasoning techniques, data- processing techniques, visual representations, design and creating business value  Finally, it’s fun!
  • 21.
    Questions? GRAMENE