using google trends dataweb.stanford.edu/class/ee380/abstracts/141001-slides.pdf · 2014. 10....

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  • Using Google Trends Data

    Seth Stephens-Davidowitz

    October 1, 2014

    Seth Stephens-Davidowitz Using Google Trends Data 1 / 22

  • Google Trends

    Seth Stephens-Davidowitz Using Google Trends Data 2 / 22

  • Seth Stephens-Davidowitz Using Google Trends Data 3 / 22

  • “Jewish” Search Rate

    Seth Stephens-Davidowitz Using Google Trends Data 4 / 22

  • “Mormon” Search Rate

    Seth Stephens-Davidowitz Using Google Trends Data 5 / 22

  • Huge Advantage of Google Search Data

    Social desirability bias

    People lie to surveysPeople very honest on Google

    Seth Stephens-Davidowitz Using Google Trends Data 6 / 22

  • 1. Cost of racism on black candidate.

    Racist search rate, 2004-2007: 200 DMAs.

    Difference between Obama and Kerry vote shares.

    Seth Stephens-Davidowitz Using Google Trends Data 7 / 22

  • 1. Cost of racism on black candidate

    Seth Stephens-Davidowitz Using Google Trends Data 8 / 22

  • 1. Cost of racism on black candidate

    Seth Stephens-Davidowitz Using Google Trends Data 9 / 22

  • 1. Cost of racism on black candidate.

    Conclusions1 Survey data: Racism cost Obama 1-2 % of vote.2 Google data: Racism cost Obama 3-5 % of vote.

    Seth Stephens-Davidowitz Using Google Trends Data 10 / 22

  • 2. Predicting turnout (and possibly elections)

    Searches for “vote” in October

    Compared to 4 years earlier.

    Seth Stephens-Davidowitz Using Google Trends Data 11 / 22

  • NV

    UT

    MD

    LA

    ND

    AR

    SDWY

    AK

    MT FL

    NH TN

    NM

    OH

    ME

    WV

    ID

    MN

    OR

    IA

    OK

    NC

    HI

    SC

    KY

    IN

    AL

    WI

    TX

    MI

    PA

    MA

    WA

    KSNE

    CORI

    GA

    NJ

    ILCT

    MO

    AZ

    NY

    MS−

    .1−

    .05

    0.0

    5.1

    .15

    ∆ ln(T

    urn

    out R

    ate

    )

    −.4 −.2 0 .2 .4∆ ln(Google Vote Search)

    R2 = 0.21

    Seth Stephens-Davidowitz Using Google Trends Data 12 / 22

  • NV

    UT

    MD

    LA

    ND

    AR

    SD

    WY

    AK

    MT

    FL

    NH

    TN

    NM

    OH

    ME

    WV

    IDMN

    OR

    IAOK

    NC

    HI

    SC

    KY

    IN

    AL

    WI

    TX

    MI

    PA

    MA

    WA

    KS

    NE

    CO

    RI

    GA

    NJ

    IL

    CT

    MO

    AZ

    NY

    MS

    −.2

    −.1

    0.1

    .2.3

    ln(T

    urn

    out R

    ate

    )

    −.5 0 .5 1∆ ln(Google Vote Search)

    R2 = 0.43

    Seth Stephens-Davidowitz Using Google Trends Data 13 / 22

  • Seth Stephens-Davidowitz Using Google Trends Data 14 / 22

  • 3. Effect of recession on child maltreatment

    Compare child maltreatment rates to exposure to recession.

    Exposure to recession: Unemployment(2009+2010) -Unemployment(2006+2007)

    Seth Stephens-Davidowitz Using Google Trends Data 15 / 22

  • 3. Effect of recession on child maltreatment

    AK

    AL

    AR

    AZ

    CACO

    DC

    DE

    FL

    GA

    IA

    IN

    KS

    KYMA

    ME

    MNMO

    MS

    MTNE

    NH NM

    NV

    OK

    OR

    RI

    SCSD

    TX

    UT

    VA

    VT

    WA

    WI

    WV

    −.6

    −.4

    −.2

    0.2

    .4

    0 2 4 6 8 10∆ Unemployment Rate

    t = −2.31

    Seth Stephens-Davidowitz Using Google Trends Data 16 / 22

  • 3. Effect of recession on child maltreatment

    AL

    AR

    AZ

    CO

    CT

    DC

    DE

    FL

    GA

    HI

    IA IDIL

    IN

    KS

    KY

    LAMEMN

    MOMT

    ND

    NE

    NH

    NJ

    NM

    NV

    NY

    OH

    OK

    ORPA

    RI

    SC

    SD

    TN

    TX

    UT

    VA

    VT

    WA

    WI

    WV−2

    −1

    01

    2∆

    Fata

    lity R

    ate

    0 2 4 6 8 10∆ Unemployment Rate

    t = 1.74

    Seth Stephens-Davidowitz Using Google Trends Data 17 / 22

  • 3. Effect of recession on child maltreatment

    Seth Stephens-Davidowitz Using Google Trends Data 18 / 22

  • 3. Effect of recession on child maltreatment

    AK

    AL

    AR

    AZ

    CO

    CT

    DC

    FL

    GA

    HIIA

    ID

    IL

    INKS

    KY

    LA

    MA

    MD

    ME

    MI

    MN

    MOMS

    MT

    NC

    ND

    NE

    NH

    NJ

    NMNV

    NY

    OH

    OK

    OR

    PA

    RISCSD

    TN

    TX UT

    WA

    WIWV

    WY

    −.3

    −.2

    −.1

    0.1

    ∆ ln(G

    oogle

    )

    0 2 4 6 8 10∆ Unemployment Rate

    t = 3.03

    Seth Stephens-Davidowitz Using Google Trends Data 19 / 22

  • 3. Effect of recession on child maltreatment

    Seth Stephens-Davidowitz Using Google Trends Data 20 / 22

  • 3. Effect of recession on child maltreatment

    Conclusions1 CPS data: Great Recession decreased child abuse.2 Google data (+ mortality data): Great Recession increased

    child abuse.

    Seth Stephens-Davidowitz Using Google Trends Data 21 / 22

  • Conclusions

    Anonymous, aggregate Google searches excellent new data forsocial scientists.

    Google searches particularly valuable for socially sensitivetopics.

    More of my work: sethsd.com

    Seth Stephens-Davidowitz Using Google Trends Data 22 / 22