BIG DATA & ANALYTICS IN NETWORKED BUSINESS. Anindya Ghose
|
|
|
- Scarlett Wiggins
- 5 years ago
- Views:
Transcription
1 BIG DATA & ANALYTICS IN NETWORKED BUSINESS TOWARD A DIGITAL ATTRIBUTION MODEL: MEASURING THE IMPACT OF DISPLAY ADVERTISING ON ONLINE CONSUMER BEHAVIOR Anindya Ghose Department of Information, Operations, and Management Sciences, Leonard N. Stern School of Business, New York University, New York, NY U.S.A. {aghose@stern.nyu.edu} Korea University Business School, Korea University, Seoul , SOUTH KOREA Vilma Todri-Adamopoulos Department of Information, Operations, and Management Sciences, Leonard N. Stern School of Business, New York University, New York, NY U.S.A. {vtodri@stern.nyu.edu} Appendix Table A1. Summary Statistics of Advertising Exposure Data at the Observation Level Observations Mean St. Deviation Min Max 3,000, ,000, ,000, Non- 3,000, s 3,000, ,000, ,000, Duration 2,820, Dynamic Ad 3,000, The duration of the exposure of the consumer to the display advertisement is not known for a small sample of the consumers who were indeed treated. Thus, the tables referring to the duration of the treatment have slightly fewer observations. MIS Quarterly Vol. 40 No. 4 Appendix/December 2016 A1
2 Figure A1. Overlap of Estimated Propensity Score Matching Probability Distributions of ed and Untreated Individuals with Demographics Table A2. Covariate Balance Summary for Matching Estimator Including Demographic Variables (2) Standardized Differences Variance Ratio Raw Matched Raw Matched Lagged Frequency of s Lagged Frequency of Impressions Lagged Frequency of Direct Website Visits Lagged Frequency of es Lagged Frequency of Paid es Lagged Frequency of Non-Paid es Median Household Income Median Age White Alone Population Ratio Black Alone Population Ratio Asian Alone Population Ratio Male to Female Ratio Walked No Vehicle Ratio Walked with Vehicle Ratio Minimum Education Ratio Number of days since Last Purchase Lagged Ratio of Successful Viewable ments A2 MIS Quarterly Vol. 40 No. 4 Appendix/December 2016
3 Figure A2. Covariate Balance Summary (Standardized Differences in Means) for the Difference-in- Differences Matching Estimator Figure A3. Covariate Balance Summary (Standardized Differences in Means for the Difference-in- Differences Matching Estimator with Demographics MIS Quarterly Vol. 40 No. 4 Appendix/December 2016 A3
4 Figure A4. Covariate Balance Summary (Variance Ratios) for the Difference-in-Differences Matching Estimator Figure 5. Covariate Balance Summary (Variance Ratios) for the Difference-in-Differences Matching Estimator with Demographics A4 MIS Quarterly Vol. 40 No. 4 Appendix/December 2016
5 Figure A6. Allowing for in tau ( ) TableA3. DID Binary Exposure with Targeting Controls Non *** *** *** *** *** *** *** *** *** *** *** *** *** *** *** *** *** *** (0.0006) (0.0006) (0.0006) (0.0005) (0.0004) (0.0003) Type of Targeting Controls R² F-statistic Notes: Controlling for time-varying unobserved confounders with type of targeting dummies. Significance levels defined as *p < 0.05, **p < 0.01, ***p < 0.001; robust standard errors are in parentheses. MIS Quarterly Vol. 40 No. 4 Appendix/December 2016 A5
6 Table A4. DID Binary Exposure with Targeting Controls (2) Non *** *** *** *** *** *** *** *** *** *** *** *** *** *** *** *** *** *** (0.0009) (0.0009) (0.0008) (0.0007) (0.0006) (0.0004) Type of Targeting Controls Network Targeting Controls R² F-statistic No. of observ. 2,999,984 2,999,984 2,999,984 2,999,984 2,999,984 2,999,984 Notes: Controlling for time-varying unobserved confounders with advertising network dummies. Significance levels defined as *p < 0.05, **p < 0.01, ***p < 0.001; robust standard errors are in parentheses. Table A5. DID Binary Exposure with Targeting Controls (3) Non *** *** *** *** *** *** *** *** *** *** *** *** (0.0579) (0.0582) (0.0555) (0.0503) (0.0409) (0.0292) Campaign level targeting controls R² F-statistic Notes: Controlling for time-varying unobserved confounders with campaign dummies. Significance levels defined as *p < 0.05, **p < 0.01, ***p < 0.001; robust standard errors are in parentheses. A6 MIS Quarterly Vol. 40 No. 4 Appendix/December 2016
7 Table A6. DID Binary Exposure with Control for Relevant Website Content Non *** *** *** *** *** *** *** *** *** *** *** *** *** *** *** *** *** *** (0.0007) (0.0007) (0.0007) (0.0006) (0.0005) (0.0004) Viewability Ratio Control R² F-statistic Notes: Controlling for time-varying unobserved confounders with a proxy variable. Significance levels defined as *p < 0.05, **p < 0.01, ***p < 0.001; robust standard errors are in parentheses. Table A7. IV (2SLS) Fixed Effects Estimation (2) Non (0.0042) (0.0041) (0.0040) (0.0037) (0.0029) (0.0021) *** *** *** *** *** *** (0.0013) (0.0013) (0.0012) (0.0011) (0.0009) (0.0007) * *** * (0.0028) (0.0027) (0.0027) (0.0025) (0.0020) (0.0014) *** *** *** *** *** *** (0.0017) (0.0016) (0.0016) (0.0015) (0.0012) (0.0009) Centered R² F-statistic No. of observ. 1,307,342 1,307,342 1,307,342 1,307,342 1,307,342 1,307,342 Notes: IV (2SLS) Fixed Effect estimation with precipitation level as instrument. Significance levels defined as *p < 0.05, **p < 0.01, ***p < 0.001; robust standard errors are in parentheses. MIS Quarterly Vol. 40 No. 4 Appendix/December 2016 A7
8 Table A8. of Advertising Exposure by Type of Targeting (Exposure in minutes) ed Duration Retargeting Duration Affiliate Duration Seeding CPM Duration Targeted CPA Non *** *** *** *** *** *** *** *** *** *** *** *** *** *** *** *** *** *** (0.0001) (0.0001) (0.0001) (0.0001) (0.0001) (0.0001) *** *** *** *** *** *** *** *** *** *** *** *** (0.0001) (0.0001) (0.0001) (0.0001) (0.0001) (0.0001) *** *** *** *** *** *** (0.0004) (0.0004) (0.0004) (0.0003) (0.0003) (0.0002) *** *** *** *** *** *** (0.0005) (0.0005) (0.0005) (0.0004) (0.0003) (0.0002) R² F-statistic No. of observ. 2,820,934 2,820,934 2,820,934 2,820,934 2,820,934 2,820,934 Notes: Significance levels defined as *p < 0.05, **p < 0.01, ***p < 0.001; robust standard errors are in parentheses. Table A9. of Advertising Exposure (Falsification Check) ed Average ment Effect Non *** *** *** *** *** *** *** *** *** *** *** *** *** *** *** *** *** (0.0005) (0.0005) (0.0005) (0.0004) (0.0003) (0.0002) R² F-statistic Notes: Significance levels defined as *p < 0.05, **p < 0.01, ***p < 0.001; robust standard errors are in parentheses. A8 MIS Quarterly Vol. 40 No. 4 Appendix/December 2016
9 Table A10. of Advertising Exposure (Falsification Check) Non *** *** *** *** *** *** ed *** *** *** *** *** Duration (0.0043) (0.0043) (0.0041) (0.0038) (0.0031) (0.0022) *** *** *** *** *** *** (0.0005) (0.0005) (0.0005) (0.0004) (0.0004) (0.0003) R² F-statistic No. of observ. 2,801,016 2,801,016 2,801,016 2,801,016 2,801,016 2,801,016 Notes: Significance levels defined as *p < 0.05, **p < 0.01, ***p < 0.001; robust standard errors are in parentheses. Table A11. Falsification Check by Exposure (DID Matching Estimator) 1st Exposure 2nd Exposure 3rd Exposure 4th Exposure 5th Exposure Non (0.0008) (0.0009) (0.0008) (0.0007) (0.0005) (0.0008) * (0.0010) (0.0010) (0.0009) (0.0008) (0.0006) (0.0007) ** (0.0011) (0.0011) (0.0010) (0.0009) (0.0007) (0.0006) (0.0011) (0.0012) (0.0011) (0.0010) (0.0008) (0.0006) ** (0.0012) (0.0012) (0.0011) (0.0010) (0.0008) (0.0006) Notes: Significance levels defined as *p < 0.05, **p < 0.01, ***p < 0.001; robust standard errors are in parentheses. MIS Quarterly Vol. 40 No. 4 Appendix/December 2016 A9
10 Table A12. DID Unconfoundedness Binary ment (Robustness Check) Non *** *** *** *** *** (0.0002) (0.0002) (0.0002) (0.0001) (0.0001) (0.0001) Lag *** (0.0018) Lag *** (0.0022) Lag *** (0.0019) Lag Non *** (0.0018) Lag *** (0.0015) Lag (.) *** *** *** *** *** *** (0.0004) (0.0006) (0.0004) (0.0003) (0.0004) (0.0001) R² F-statistic Notes: Significance levels defined as *p < 0.05, **p < 0.01, ***p < 0.001; robust standard errors are in parentheses. A10 MIS Quarterly Vol. 40 No. 4 Appendix/December 2016
11 Table A13. DID Unconfoundedness Non-Binary ment (Robustness Check) Duration Lag Lag Lag Lag Non- Non *** *** *** *** *** (0.0001) (0.0001) (0.0001) (0.0000) (0.0001) (0.0000) *** (0.0019) *** (0.0023) *** (0.0019) *** (0.0018) Lag *** (0.0016) Lag (.) *** *** *** *** *** *** (0.0004) (0.0006) (0.0004) (0.0003) (0.0004) (0.0001) R² F-statistic Notes: Significance levels defined as *p < 0.05, **p < 0.01, ***p < 0.001; robust standard errors are in parentheses. Table A14. DID Exposure as Function of Relative Position ed Average ment Effect Non *** *** *** *** *** *** (0.0002) (0.0003) (0.0002) (0.0002) (0.0002) (0.0002) *** *** *** *** *** *** (0.0003) (0.0003) (0.0003) (0.0003) (0.0002) (0.0002) *** *** *** *** *** *** (0.0004) (0.0004) (0.0004) (0.0003) (0.0003) (0.0002) *** *** *** *** *** *** (0.0007) (0.0008) (0.0007) (0.0006) (0.0005) (0.0005) R² F-statistic No. of observ. 1,500,000 1,500,000 1,500,000 1,500,000 1,500,000 1,500,000 Notes: Effects of display advertising ( as Function of Relative Position). Significance levels defined as *p < 0.05, **p < 0.01, ***p < 0.001; robust standard errors are in parentheses. MIS Quarterly Vol. 40 No. 4 Appendix/December 2016 A11
12 Table A15. DID Exposure as Function of Relative Position (Non-Binary Exposure) Non *** *** *** *** *** *** Duration *** *** *** *** *** *** (0.0070) (0.0070) (0.0067) (0.0060) (0.0046) (0.0044) *** *** *** *** *** *** (0.0008) (0.0008) (0.0007) (0.0006) (0.0005) (0.0005) R² F-statistic No. of observ. 1,406,380 1,406,380 1,406,380 1,406,380 1,406,380 1,406,380 Notes: Significance levels defined as *p < 0.05, **p < 0.01, ***p < 0.001; robust standard errors are in parentheses. Table A16. Effects of Advertising DID Matching Estimator with Demographics Exposure 1 Exposure 2 Exposure 3 Exposure 4 Exposure 5 s Non- s *** *** *** *** *** *** (0.0008) (0.0009) (0.0007) (0.0005) (0.0004) (0.0014) *** *** *** *** *** (0.0007) (0.0008) (0.0006) (0.0006) (0.0005) (0.0008) *** *** *** ** *** * (0.0008) (0.0009) (0.0008) (0.0007) (0.0005) (0.0008) *** *** *** *** (0.0006) (0.0008) (0.0006) (0.0005) (0.0004) (0.0007) *** * *** (0.0007) (0.0009) (0.0007) (0.0007) (0.0005) (0.0007) Notes: Significance levels defined as *p < 0.05, **p < 0.01, ***p < 0.001; robust standard errors are in parentheses. A12 MIS Quarterly Vol. 40 No. 4 Appendix/December 2016
13 Table A17. DID Binary Exposure with Monthly Dummies Non *** *** *** *** *** *** *** *** *** *** *** *** *** *** *** *** *** *** (0.0005) (0.0005) (0.0005) (0.0004) (0.0004) (0.0003) Monthly Dummies R² F-statistic Notes: Controlling for average time-varying unobserved confounders with monthly dummies. Significance levels defined as *p < 0.05, **p < 0.01, ***p < 0.001; robust standard errors are in parentheses. Table A18. DID Binary Exposure with Monthly Trend Non *** *** *** *** *** *** *** *** *** *** *** *** *** *** *** *** *** *** (0.0006) (0.0006) (0.0006) (0.0005) (0.0004) (0.0003) Monthly Trend *** *** *** *** *** R² F-statistic Notes: Controlling for average time-varying unobserved confounders with monthly time trend. Significance levels defined as *p < 0.05, **p < 0.01, ***p < 0.001; robust standard errors are in parentheses. MIS Quarterly Vol. 40 No. 4 Appendix/December 2016 A13
14 Table A19. DID Binary Exposure with Weekly Dummies Non *** *** *** *** *** *** *** *** *** *** *** *** *** *** *** *** *** *** (0.0007) (0.0007) (0.0007) (0.0006) (0.0005) (0.0004) Weekly Dummies R² F-statistic Notes: Controlling for average time-varying unobserved confounders with weekly dummies Significance levels defined as *p < 0.05, **p < 0.01, ***p < 0.001; robust standard errors are in parentheses. Table A20. DID Binary Exposure with Weekly Trend Non *** *** *** *** *** *** *** *** *** *** *** *** Weekly Trends *** *** *** *** *** (0.0001) (0.0001) (0.0001) (0.0001) (0.0000) (0.0000) *** *** *** *** *** *** (0.0005) (0.0006) (0.0005) (0.0005) (0.0004) (0.0003) R² F-statistic Notes: Controlling for average time-varying unobserved confounders with weekly time trend. Significance levels defined as *p < 0.05, **p < 0.01, ***p < 0.001; robust standard errors are in parentheses. A14 MIS Quarterly Vol. 40 No. 4 Appendix/December 2016
15 Table A21. DID Binary Exposure with Weekly Trend (2) Non *** *** *** *** *** *** *** *** *** *** *** *** Weekly Trends *** *** *** *** *** Weekly Trends Sq *** *** * *** *** (0.0000) (0.0000) (0.0000) (0.0000) (0.0000) (0.0000) *** *** *** *** *** *** (0.0007) (0.0007) (0.0007) (0.0006) (0.0005) (0.0003) R² F-statistic Notes: Controlling for average time-varying unobserved confounders with nonlinear weekly time trend. Significance levels defined as *p < 0.05, **p < 0.01, ***p < 0.001; robust standard errors are in parentheses. Table A22. DID Binary Exposure with Daily Trend and Weekly Dummies Non *** *** *** *** *** *** *** *** *** *** *** *** Daily Trend *** *** *** *** (0.0001) (0.0001) (0.0001) (0.0001) (0.0000) (0.0000) *** *** *** *** *** *** (0.0007) (0.0007) (0.0007) (0.0006) (0.0005) (0.0004) Weekly Dummies R² F-statistic Notes: Controlling for average time-varying unobserved confounders with weekly time dummies and daily time trend. Significance levels defined as *p < 0.05, **p < 0.01, ***p < 0.001; robust standard errors are in parentheses. MIS Quarterly Vol. 40 No. 4 Appendix/December 2016 A15
16 Table A23. DID Non-Binary ment (Duration Normalized) Non *** *** *** *** *** *** ed *** *** *** ** ** Duration *** *** *** (0.0056) (0.0055) (0.0054) (0.0049) (0.0039) (0.0028) *** *** *** *** *** *** (0.0005) (0.0005) (0.0005) (0.0004) (0.0003) (0.0002) R² F-statistic No. of observ. 2,820,934 2,820,934 2,820,934 2,820,934 2,820,934 2,820,934 Notes: Effects of display advertising (Duration of ment Normalized). Significance levels defined as *p < 0.05, **p < 0.01, ***p < 0.001; robust standard errors are in parentheses. Table A24. DID Binary Exposure (Controlling for Dynamic Ads) Non- ed *** *** *** *** *** *** *** *** *** *** *** *** Dynamic Ad ** ** * (0.0003) (0.0003) (0.0003) (0.0003) (0.0002) (0.0002) *** *** *** *** *** *** (0.0006) (0.0006) (0.0006) (0.0005) (0.0004) (0.0003) R² F-statistic Notes: Effects of display advertising. Significance levels defined as *p < 0.05, **p < 0.01, ***p < 0.001; robust standard errors are in parentheses. A16 MIS Quarterly Vol. 40 No. 4 Appendix/December 2016
17 Table A25. DID Non-Binary Exposure (Controlling for Dynamic Ads) Non *** *** *** *** *** *** ed *** *** *** ** ** Duration *** *** *** (0.0001) (0.0001) (0.0001) (0.0001) (0.0001) (0.0001) Dynamic Ad ** *** * (0.0003) (0.0003) (0.0003) (0.0003) (0.0002) (0.0002) *** *** *** *** *** *** (0.0006) (0.0006) (0.0006) (0.0005) (0.0004) (0.0003) R² F-statistic No. of observ. 2,820,934 2,820,934 2,820,934 2,820,934 2,820,934 2,820,934 Notes: Significance levels defined as *p < 0.05, **p < 0.01, ***p < 0.001; robust standard errors are in parentheses. Table A26. DID Binary Exposure (Absolute Position Controls) Non- ed *** *** *** *** *** *** *** *** *** *** *** *** (0.1271) (0.1275) (0.1217) (0.1103) (0.0897) (0.0641) Controls for Position R² F-statistic Notes: of Advertising Exposure (Absolute Position Controls). Significance levels defined as *p < 0.05, **p < 0.01, ***p < 0.001; robust standard errors are in parentheses. MIS Quarterly Vol. 40 No. 4 Appendix/December 2016 A17
18 Table A27. DID Non-Binary Exposure (Absolute Position Controls) Non *** *** *** *** *** *** ed *** *** *** ** ** Duration *** *** *** (0.0001) (0.0001) (0.0001) (0.0001) (0.0001) (0.0001) (0.1281) (0.1252) (0.1229) (0.1115) (0.0901) (0.0648) Controls for Position R² F-statistic No. of observ. 2,820,934 2,820,934 2,820,934 2,820,934 2,820,934 2,820,934 Notes: of Advertising Exposure (Absolute Position Controls). Significance levels defined as *p < 0.05, **p < 0.01, ***p < 0.001; robust standard errors are in parentheses. A18 MIS Quarterly Vol. 40 No. 4 Appendix/December 2016
MANAGEMENT SCIENCE doi /mnsc ec pp. ec1 ec15
MANAGEMENT SCIENCE doi 10.1287/mnsc.1080.0932ec pp. ec1 ec15 e-companion ONLY AVAILABLE IN ELECTRONIC FORM informs 2008 INFORMS Electronic Companion Competition Between Local and Electronic Markets: How
Population and dwellings Number of people counted Total population
Henderson-Massey Local Board Area Population and dwellings Number of people counted Total population 107,685 people usually live in Henderson-Massey Local Board Area. This is an increase of 8,895 people,
Population and dwellings Number of people counted Total population
Whakatane District Population and dwellings Number of people counted Total population 32,691 people usually live in Whakatane District. This is a decrease of 606 people, or 1.8 percent, since the 2006
Web Appendix. Web Appendix W1: Overview of Focal MMORPG. The focal MMORPGs has two play regions: peaceful region and battlefield.
W1-1 Web Appendix Social Dollars in Online Communities: The Effect of Product, User and Network Characteristics Eunho Park, Rishika Rishika, Ramkumar Janakiraman, Mark B. Houston, & Byungjoon Yoo Web Appendix
Census Response Rate, 1970 to 1990, and Projected Response Rate in 2000
Figure 1.1 Census Response Rate, 1970 to 1990, and Projected Response Rate in 2000 80% 78 75% 75 Response Rate 70% 65% 65 2000 Projected 60% 61 0% 1970 1980 Census Year 1990 2000 Source: U.S. Census Bureau
Task Specific Human Capital
Task Specific Human Capital Christopher Taber Department of Economics University of Wisconsin-Madison March 10, 2014 Outline Poletaev and Robinson Gathmann and Schoenberg Poletaev and Robinson Human Capital
FOR SALE Bees Ferry Rd & Main Rd/Hunt Club Charleston, SC. $1,250, Acres
FOR SALE Bees Ferry Rd & Main Rd/Hunt Club $1,250,000 2.0 Acres Zoned Commercial in Charleston County Signalized intersection across at Hunt Club Subdivision & Main Rd Daily Traffic Count of 16,300 VPD
FOR SALE COMMERCIAL DEVELOPMENT LAND
FOR SALE COMMERCIAL DEVELOPMENT LAND For info Contact Office (601) 898-2772 or Tony Bahou (601) 212-5955 INDEX 01. About The Property 02. Land Details 03. Clinton Community 04. Traffic Count & Area Demographics
Section 6.4. Sampling Distributions and Estimators
Section 6.4 Sampling Distributions and Estimators IDEA Ch 5 and part of Ch 6 worked with population. Now we are going to work with statistics. Sample Statistics to estimate population parameters. To make
Appendix 1: Sample Analogs of Average Direct and Indirect Effects
Online Appendix Stacey H. Chen, Yen-Chien Chen and Jin-Tan Liu Appendix 1: Sample Analogs of Average Direct and Indirect Effects Under the assumption of randomized sibling gender, we find two useful properties
Financial Wellness Assessment
Financial Wellness Assessment This assessment is designed to gauge financial wellness and serve as a tool in the financial coaching process. Its purpose is to encourage open conversation about money and
Web Appendix: Online Reputation Mechanisms and the Decreasing Value of Chain Affiliation
Web Appendix: Online Reputation Mechanisms and the Decreasing Value of Chain Affiliation November 28, 2017. This appendix accompanies Online Reputation Mechanisms and the Decreasing Value of Chain Affiliation.
Online Appendix to Accompany:
Online Appendix to Accompany: Climate policy, land cover, and bird populations: Differential impacts on the future welfare of birders in the Pacific Northwest Contents A Complete Summary Statistics for
3-D Radar Sampling Methods for Ornithology and Wildlife Management
University of Nebraska - Lincoln DigitalCommons@University of Nebraska - Lincoln 2011 Bird Strike North America Conference, Niagara Falls Bird Strike Committee Proceedings 9-2011 3-D Radar Sampling Methods
Michael Carro, CCIM Senior Advisor, Principal
Michael Carro, CCIM Senior Advisor, Principal 850.380.3344 mcarro@svn.com SVN SOUTHLAND COMMERCIAL 120 EAST MAIN STREET, SUITE D, PENSACOLA, FL 32502 SALE BROCHURE Property Summary OFFERING SUMMARY Sale
Manifold s Methodology for Updating Population Estimates and Projections
Manifold s Methodology for Updating Population Estimates and Projections Zhen Mei, Ph.D. in Mathematics Manifold Data Mining Inc. Demographic data are population statistics collected by Statistics Canada
February 24, [Click for Most Updated Paper] [Click for Most Updated Online Appendices]
![February 24, [Click for Most Updated Paper] [Click for Most Updated Online Appendices]](/thumbs/93/111488970.jpg "February 24, [Click for Most Updated Paper] [Click for Most Updated Online Appendices]")
ONLINE APPENDICES for How Well Do Automated Linking Methods Perform in Historical Samples? Evidence from New Ground Truth Martha Bailey, 1,2 Connor Cole, 1 Morgan Henderson, 1 Catherine Massey 1 1 University
Commerzbank London and the gender pay gap. March 2018
Commerzbank London and the gender pay gap March 2018 Introduction Our gender pay gap shows we need to increase our focus and attention to make changes happen quickly. At Commerzbank London we strive to
Online Appendix A: Supplementary Tables and Additional Results
Online Appendix A: Supplementary Tables and Additional Results APPENDIX TABLE 1 SUMMARY STATISTICS Mean Standard Deviation Percent of public housing units 1970 0.8085 1.246 Percent of public housing units
PRELIMINARY FIRST DRAFT. Does time spent playing video games crowd out time spent studying? Michael R. Ward. University of Texas at Arlington
PRELIMINARY FIRST DRAFT Does time spent playing video games crowd out time spent studying? Michael R. Ward University of Texas at Arlington mikeward@uta.edu March, 2012 ABSTRACT As new ICT technologies
Wales The Communications Market Report Chart Pack
Wales The Communications Market Report 2016 Chart Pack Wales communications market 1. Market in Context 4 Key facts about Wales Figure Wales UK Population 3.099 million (mid-2015 estimate) 65.11 million
Identifying inter-censal drift between 1991 and 2007 in population estimates for England and Wales
Identifying inter-censal drift between 1991 and 2007 in population estimates for England and Wales Sofie De Broe, Nicola Tromans, Steve Smallwood, Julie Jefferies Note: this paper is work in progress and
2016 Election Impact on Cherokee County Voter Registration
2016 Election Impact on Cherokee County Voter Registration Frank Schieber, Future Campaign Manager August 14, 2017 Project Goals Does it matter whether Cherokee County, Georgia voter registration reflects
Northern Ireland The Communications Market Report Chart Pack
Northern Ireland The Communications Market Report 2016 Chart Pack Northern Ireland s communications market 3 Key facts about Northern Ireland Figure Northern Ireland UK Population 1.852 million (mid-2015
Internet Appendix For Internal Corporate Governance, CEO Turnover, and Earnings Management JFE Manuscript # July 6, 2011
Internet Appendix For Internal Corporate Governance, CEO Turnover, and Earnings Management JFE Manuscript #2011-0216 July 6, 2011 This Appendix reports on supplemental and robustness tests to accompany
WHAT EVERY ADVERTISER NEEDS TO KNOW About Podcast Measurement
WHAT EVERY ADVERTISER NEEDS TO KNOW About Podcast Measurement 2 INTRODUCTION With the growing popularity of podcasts, more and more brands and agencies are exploring the medium in search of opportunities
Calabrese Café
Calabrese Café Calabrese Café 5-MILE Valley Circle Blvd. 101 1 FULL PROFILE 2000-2010 Census, 2017 Estimates with 2022 Projections Calculated using Weighted Block Centroid from Block Groups Cypress
State of Podcasting: 2018 A white paper from Authentic, A Podtrac Company
Is Podcasting Ready for Your Brand? State of Podcasting: 2018 A white paper from Authentic, A Podtrac Company Last update: May 2018 https://docs.google.com/document/d/15shv7ast-e78wgaelpl8hympfg2hto03vsy5_4bztfg/edit#heading=h.2lv52knphi88
New Retail and Restaurant Space ADJACENT TO The Avenue Viera Viera (Melbourne), FL
New Retail and Restaurant Space ADJACENT TO The Avenue Viera Viera (Melbourne), FL N Site LOCATION: Lake Andrew Drive adjacent to The Avenue Viera. MARKET: Adjacent retailers include Kohl s, Belk, Books-A-Million,
THE TOP 100 CITIES PRIMED FOR SMART CITY INNOVATION
THE TOP 100 CITIES PRIMED FOR SMART CITY INNOVATION Identifying U.S. Urban Mobility Leaders for Innovation Opportunities 6 March 2017 Prepared by The Top 100 Cities Primed for Smart City Innovation 1.
Demand for Commitment in Online Gaming: A Large-Scale Field Experiment
Demand for Commitment in Online Gaming: A Large-Scale Field Experiment Vinci Y.C. Chow and Dan Acland University of California, Berkeley April 15th 2011 1 Introduction Video gaming is now the leisure activity
Gender Pay Gap Report 2017
Gender Pay Gap Report 2017 This report details our results for April 2016 to April 2017 Introduction Distribution is the Distribution Network Operator responsible for the delivery of electricity to 7.8
The R om an Catholic D iocese of P hoenix 400 EAST MONROE, PHOENIX, ARIZONA TELEPHONE (602)
The R om an Catholic D iocese of P hoenix 400 EAST MONROE, PHOENIX, ARIZONA 85004-2336 TELEPHONE (602) 257-0030 To: Tom Peterson 3/17/09 From: Ryan Hanning Coordinator of Adult Evangelization Dear Tom,
Whittard of Chelsea. Gender Pay Gap Reporting 2017
Whittard of Chelsea Gender Pay Gap Reporting 2017 Gender Pay Gap Introduction At Whittard we aim to be a great place to work and want our employees to be happy and proud to work for us. We have a clear
Census Pro Documentation
Census Pro Documentation Introduction: Census Pro is our name for both our Census Demographics data, and our Data Extractor, which allows our clients to select just the data they need, in the format they
Incentive System for Inventors
Incentive System for Inventors Company Logo @ Hideo Owan Graduate School of International Management Aoyama Gakuin University Motivation Understanding what motivate inventors is important. Economists predict
CHAPTER 6 PROBABILITY. Chapter 5 introduced the concepts of z scores and the normal curve. This chapter takes
CHAPTER 6 PROBABILITY Chapter 5 introduced the concepts of z scores and the normal curve. This chapter takes these two concepts a step further and explains their relationship with another statistical concept
21,400 SF Pacific Hwy S. Kent, WA
S 228TH ST S 231ST WAY MILITARY RD S 172,071 ADT N 21,400 SF 26100 Pacific Hwy S. 28,478 ADT 29,644 ADT S 240TH ST Home Improvement Warehouse S 22ND ST PACIFIC HWY S 26100 Pacific Hwy S, Kent AVAILABLE
AfterBurn Report 2015 Black Rock City Census
AfterBurn Report 2015 Black Rock City Census Weighting the Census What is the Census? The Census is a collaborative research project that started in 2002. Although the BRC Census is technically a survey
2014 SHARP-TAILED GROUSE (Tympanuchus phasianellus) SURVEY FOR THE SPIRIT LAKE RESERVATION
2014 SHARP-TAILED GROUSE (Tympanuchus phasianellus) SURVEY FOR THE SPIRIT LAKE RESERVATION Carrie Duafala, Biologist Spirit Lake Nation Fish and Wildlife Department ABSTRACT The 2014 Sharp-tailed Grouse
Some Indicators of Sample Representativeness and Attrition Bias for BHPS and Understanding Society
Working Paper Series No. 2018-01 Some Indicators of Sample Representativeness and Attrition Bias for and Peter Lynn & Magda Borkowska Institute for Social and Economic Research, University of Essex Some
Suburb Statistics Report For Leeton
Suburb Statistics Report For Page 1 Area Profile The size of is approximately 382 square kilometres. It has 16 parks. The population of in 2006 was 8,298 people. By 2011 the population was 8,414 showing
1995 Video Lottery Survey - Results by Player Type
1995 Video Lottery Survey - Results by Player Type Patricia A. Gwartney, Amy E. L. Barlow, and Kimberlee Langolf Oregon Survey Research Laboratory June 1995 INTRODUCTION This report's purpose is to examine
Japanese Acceptance of Nuclear and Radiation Technologies after Fukushima Diichi Nuclear Disaster
Rev. Integr. Bus. Econ. Res. Vol 2(1) 503 Japanese Acceptance of Nuclear and Radiation Technologies after Fukushima Diichi Nuclear Disaster Hiroshi, Arikawa Department of Informatics, Nara Sangyo University
Proceedings of the Annual Meeting of the American Statistical Association, August 5-9, 2001
Proceedings of the Annual Meeting of the American Statistical Association, August 5-9, 2001 COVERAGE MEASUREMENT RESULTS FROM THE CENSUS 2000 ACCURACY AND COVERAGE EVALUATION SURVEY Dawn E. Haines and
The Accuracy and Coverage of Internet based Data collection for Korea Population and Housing Census
24 th Population Census Conference Hong Kong, March 25-27, 2009 The Accuracy and Coverage of Internet based Data collection for Korea Population and Housing Census By Jin-Gyu Kim & Jae-Won Lee Korea National
CONTENTS. BARC: Introduction Relative Error: Foreword Sampling and Data Collection Relative Error... 4
RELATIVE ERROR CONTENTS BARC: Introduction... 3 Relative Error: Foreword... 3 Sampling and Data Collection... 4 Relative Error... 4 Factors affecting Relative Error... 5 Why is relative error important?...
Sierra Leone - Multiple Indicator Cluster Survey 2017
Microdata Library Sierra Leone - Multiple Indicator Cluster Survey 2017 Statistics Sierra Leone, United Nations Children s Fund Report generated on: September 27, 2018 Visit our data catalog at: http://microdata.worldbank.org
Methodology Statement: 2011 Australian Census Demographic Variables
Methodology Statement: 2011 Australian Census Demographic Variables Author: MapData Services Pty Ltd Version: 1.0 Last modified: 2/12/2014 Contents Introduction 3 Statistical Geography 3 Included Data
Mathematicsisliketravellingona rollercoaster.sometimesyouron. Mathematics. ahighothertimesyouronalow.ma keuseofmathsroomswhenyouro
Mathematicsisliketravellingona rollercoaster.sometimesyouron Mathematics ahighothertimesyouronalow.ma keuseofmathsroomswhenyouro Stage 6 nalowandshareyourpracticewit Handling Data hotherswhenonahigh.successwi
Ghana - Ghana Living Standards Survey
Microdata Library Ghana - Ghana Living Standards Survey 5+ 2008 Institute of Statistical, Social and Economic Research - University of Ghana Report generated on: June 11, 2015 Visit our data catalog at:
3000 S. KEDVALE AVE. 3-FLAT BUILDING. Chicago, IL M REAL ESTATE, INC W. Jackson Blvd Chicago, IL mre.
3-FLAT BUILDING 3000 S. KEDVALE AVE. Chicago, IL 60623 5mre.com Sales Brochure $225,000 INTERIOR HIGHLIGHTS Annual Income: $31,200 Building Size: 2,382 SF PROPERTY INFORMATION 5M Real Estate, Inc. has
Aboriginal Demographics. Planning, Research and Statistics Branch
Aboriginal Demographics From the 2011 National Household Survey Planning, Research and Statistics Branch Aboriginal Demographics Overview 1) Aboriginal Peoples Size Age Structure Geographic Distribution
Vendor Accuracy Study
Vendor Accuracy Study 2010 Estimates versus Census 2010 Household Absolute Percent Error Vendor 2 (Esri) More than 15% 10.1% to 15% 5.1% to 10% 2.5% to 5% Less than 2.5% Calculated as the absolute value
The Podcasting Data Kit Audience Insights & Trends
The Podcasting Data Kit 2018 Audience Insights & Trends Table of Contents PART I Continuous Growth Podcast Growth & Consumption PART II The Way We Listen Audience Behavior & Trends PART I Continuous Growth
Virginia Employment Commission
Small-Area Data and Graphs for New Kent County Virginia Employment Commission 703 East Main Street Richmond, Virginia 23219 Tel: (804) 786-8223 www.virginialmi.com Last updated: 2/6/2017 2:25:29 PM Table
BARRINGTON COMMONS
RESTURANT BUSINESS FOR SALE 108-110 BARRINGTON COMMONS Barrington, IL 60010 312.324.3557 mark.reiter@5mre.com FR Property Brochure $90,000 INTERIOR HIGHLIGHTS Business Name: "NEAR Restaurant" PROPERTY
December 12, FGCU Invitational Mathematics Competition Statistics Team
1 Directions You will have 4 minutes to answer each question. The scoring will be 16 points for a correct response in the 1 st minute, 12 points for a correct response in the 2 nd minute, 8 points for
FINANCIAL PROTECTION Not-for-Profit and For-Profit Cemeteries Survey 2000
FINANCIAL PROTECTION Not-for-Profit and For-Profit Cemeteries Survey 2000 Research Not-for-Profit and For-Profit Cemeteries Survey 2000 Summary Report Data Collected by ICR Report Prepared by Rachelle
Virginia Employment Commission
Small-Area Data and Graphs for Mecklenburg County Virginia Employment Commission 703 East Main Street Richmond, Virginia 23219 Tel: (804) 786-8223 www.virginialmi.com Last updated: 2/6/2017 2:24:09 PM
Sampling Terminology. all possible entities (known or unknown) of a group being studied. MKT 450. MARKETING TOOLS Buyer Behavior and Market Analysis
Sampling Terminology MARKETING TOOLS Buyer Behavior and Market Analysis Population all possible entities (known or unknown) of a group being studied. Sampling Procedures Census study containing data from
The Changing Structure of Africa s Economies
The Changing Structure of Africa s Economies Maggie McMillan IFPRI/NBER/Tufts September 20, 2013 Based on joint work with Ken Harttgen, Dani Rodrik, Inigo Verduzco-Gallo and Sebastian Vollmer. Thanks to
60,100± DAYTIME POP! HISTORIC DOWNTOWN FRESNO 2,292± SF PRIME RETAIL SHOP SPACE FOR LEASE 2134 KERN ST., FRESNO, CA 93721
2,292± SF PRIME RETAIL SHOP SPACE FOR LEASE 60,100± DAYTIME POP! FOR MORE INFORMATION, CONTACT: MICHAEL KENNEDY Senior Vice President +1 (559) 447-6271 mkennedy@retailcalifornia.com BRE # 01496337 RETAIL
GENDER PAY GAP. Published December 7th 2017
GENDER PAY GAP 2017 OVERVIEW Gender Pay Gap legislation, under the Equality Act 2010, requires an employer with 250 employees or more to publish their gender pay gap for their employees. At Oliver Bonas
Virginia Employment Commission
Small-Area Data and Graphs for Lancaster County Virginia Employment Commission 703 East Main Street Richmond, Virginia 23219 Tel: (804) 786-8223 www.virginialmi.com Last updated: 2/6/2017 2:03:07 PM Table
Trends, Data and Definitions The Household Reference Person. Greg Ball BSPS Council & independent consultant
Trends, Data and Definitions The Household Reference Person Greg Ball BSPS Council & independent consultant Battles over numbers The adjustment to the 2011 based projections increase the number of homes
1990 Census Measures. Fast Track Project Technical Report Patrick S. Malone ( ; 9-May-00
1990 Census Measures Fast Track Project Technical Report Patrick S. Malone (919-668-6910; malone@alumni.duke.edu) 9-May-00 Table of Contents I. Scale Description II. Report Sample III. Scaling IV. Differences
How Does It Work? Radio Revenue Share Online Exposure Billboard Social Media E-Blast
cincysavers cincysavers is Cincinnati s largest local daily deal website. Connecting active consumers to local experiences, food and services, cincysavers has the most variety and a better offer than national
中国媒体概览 China Media Overview
中国媒体概览 China Media Overview Radio 3 Summary: The coverage rate of Chinese broadcasting is almost 90%. The audience with listening behavior and habit accounts for only 60%. Only half of Chinese are fans
36, 21, 27, 24, 54, 28,36, 43, 22, 29, 37, 40, 26, 25, 38, 23, 44, 30, 26, 39, 37, 40, 38, 36, 41, 45, 52, 42, 43, 42, 48, 50, 53
Frequency and Data Distribution - Step-by-Step Lesson A police officer monitored the speed (mph) of the cars in a particular traffic area. 36, 21, 27, 24, 54, 28,36, 43, 22, 29, 37, 40, 26, 25, 38, 23,
Poverty in the United Way Service Area
Poverty in the United Way Service Area Year 2 Update 2012 The Institute for Urban Policy Research At The University of Texas at Dallas Poverty in the United Way Service Area Year 2 Update 2012 Introduction
Harris Poll On Line. GuwM Eligibility. Growing up with Media (GuwM) Methodology 6/20/2013
International Society for Research on Aggression, July 2008, Budapest, Hungary Toward A Better Understanding of the Relation Between Violent Videogame Play and Different Types of Antisocial Behavior Merle
ESP 171 Urban and Regional Planning. Demographic Report. Due Tuesday, 5/10 at noon
ESP 171 Urban and Regional Planning Demographic Report Due Tuesday, 5/10 at noon Purpose The starting point for planning is an assessment of current conditions the answer to the question where are we now.
SOCIAL MEDIA SUPPORT SELF-ASSESSMENT
SOCIAL MEDIA SUPPORT SELF-ASSESSMENT A GUIDE TO DETERMINE WHICH PADRON RESOURCE IS THE RIGHT FIT FOR YOUR BUSINESS! You know social media is important to your business, that much is clear. However, that
PRIME BUILDING FOR LEASE
AVAILABLE TWO PARCELS Starbucks PROPERTY INFO DRIVE THRU OPTIONS + + Located in the heart of Ramona + + Great exposure and access off Highway 6 + + Signalized intersection + + Starbucks located on the
Selecting an Appropriate Caliper Can Be Essential for Achieving Good Balance With Propensity Score Matching
American Journal of Epidemiology The Author 3. Published by Oxford University Press on behalf of the Johns Hopkins Bloomberg School of Public Health. This is an Open Access article distributed under the
AN INQUIRY INTO THE CONSUMPTION OF GAMING SERVICES BY MALTESE RESIDENTS
AN INQUIRY INTO THE CONSUMPTION OF GAMING SERVICES BY MALTESE RESIDENTS MARCH 2017 MALTA GAMING AUTHORITY 01 02 MALTA GAMING AUTHORITY AN INQUIRY INTO THE CONSUMPTION OF GAMING SERVICES BY MALTESE RESIDENTS
KINGMAN SQUARE SHOPPING CENTER
KINGMAN SQUARE SHOPPING CENTER 3157 STOCKTON HILL ROAD KINGMAN, AZ 86401 Rommie Mojahed Director of Sales & Leasing 480.425.5534 rommie.mojahed@svn.com Eddie Gonzalez Associate Advisor 480.425.5508 eddie.gonzalez@svn.com
Estimation Methodology and General Results for the Census 2000 A.C.E. Revision II Richard Griffin U.S. Census Bureau, Washington, DC 20233
Estimation Methodology and General Results for the Census 2000 A.C.E. Revision II Richard Griffin U.S. Census Bureau, Washington, DC 20233 1. Introduction 1 The Accuracy and Coverage Evaluation (A.C.E.)
THE PODCAST CONSUMER AUSTRALIA 2017
THE Study Overview The Infinite Dial is the longest-running survey of digital media consumer behavior in America This inaugural Infinite Dial Australia report mirrors the Infinite Dial reports which have
Economics Bulletin, 2014, Vol. 34 No. 2 pp
1. Introduction Social networks have become an important instrument people use on a daily basis for communication, information, education and entertainment. Students, often considered the most advanced
Media Kit and Rate Card
Media Kit and Rate Card - 2017 Who we are: KBUX is the first locally-owned and operated music radio station in Quartzsite, AZ, broadcasting since 1988, holding the #1 position for the Classic Oldies format
Background W E S T W O O D O N E S P O D C A S T D O W N L O A D F A L L
Background From highly personalized niche programs to brand extensions from major media networks, podcasting is where millions of media consumers are turning to for information, entertainment, and connection
Reference Guide. Store Optimization. Created: May 2017 Last updated: November 2017 Rev: Final
Reference Guide Store Optimization Reference Guide Created: May 2017 Last updated: November 2017 Rev: Final Table of contents INTRODUCTION 3 2 AXIS PEOPLE COUNTER AND AXIS 3D PEOPLE COUNTER 3 2.1 Examples
LAND FOR SALE ± Acre Lot For Sale 1630 W. Republic., Lot 3, Springfield, MO 65807
1.515± Acre Lot For Sale 1630 W. Republic., Lot 3, Springfield, MO 65807 LAND FOR SALE This 1.515± Acre lot is located on West Republic Rd. near many local and national retailers Convenient to retail and
3121 Edgar Brown Drive, West Orange, Texas 77630
West Orange Market Place 3121 Edgar Brown Drive, West Orange, Texas 77630 For Lease Available End cap available at West Orange Market Place. Conveniently located at Edgar Brown Drive and Highway 87, the
The American Community Survey. An Esri White Paper August 2017
An Esri White Paper August 2017 Copyright 2017 Esri All rights reserved. Printed in the United States of America. The information contained in this document is the exclusive property of Esri. This work
Predicting Success, Preventing Failure: An Investigation of the California High School Exit Exam Technical Appendix
Predicting Success, Preventing Failure: An Investigation of the California High School Exit Exam Technical Appendix Andrew C. Zau Julian R. Betts Description This appendix contains tables that show the
Bill Daggett: Creating Future- Focused Schools. Part 1
Bill Daggett: Creating Future- Focused Schools Part 1 Creating Future-Focused Schools Bill Daggett Founder and Chairman July 26, 2016 The Nation s Most Rapidly Improving Schools The Nation s Most Rapidly
Gender and the Internet. Hiroshi Ono and Madeline Zavodny. Working Paper June Working Paper Series
Gender and the Internet Hiroshi Ono and Madeline Zavodny Working Paper 2002-10 June 2002 Working Paper Series Federal Reserve Bank of Atlanta Working Paper 2002-10 June 2002 Gender and the Internet Hiroshi
Design Science Research Methods. Prof. Dr. Roel Wieringa University of Twente, The Netherlands
Design Science Research Methods Prof. Dr. Roel Wieringa University of Twente, The Netherlands www.cs.utwente.nl/~roelw UFPE 26 sept 2016 R.J. Wieringa 1 Research methodology accross the disciplines Do
BBC Station Performance Report
BBC Station Performance Report BBC 6 Music - 3 Month Weight Matthew Eustace Senior Research Executive, BBC Music, R2, R3, 6M, AN Quarter 4 20 RAJAR 20 BBC 6 Music - 3 Month Weight Summary Record reach
Solutions to Odd-Numbered End-of-Chapter Exercises: Chapter 13
Introduction to Econometrics (3 rd Updated Edition by James H. Stock and Mark W. Watson Solutions to Odd-Numbered End-of-Chapter Exercises: Chapter 13 (This version July 0, 014 Stock/Watson - Introduction
Infographic: Google Search Prevalence by State
Chitika Insights Infographic: Google Search Prevalence by State August 13, 2013 A publication of 1 Introduction While Google has long been the most-used search engine domestically, Chitika Insights latest
Understanding and Using the U.S. Census Bureau s American Community Survey
Understanding and Using the US Census Bureau s American Community Survey The American Community Survey (ACS) is a nationwide continuous survey that is designed to provide communities with reliable and
Searching, Exporting, Cleaning, & Graphing US Census Data Kelly Clonts Presentation for UC Berkeley, D-lab March 9, 2015
Searching, Exporting, Cleaning, & Graphing US Census Data Kelly Clonts Presentation for UC Berkeley, D-lab March 9, 2015 Learning Objectives To become familiar with the types of data published by the US
Messaging is the new social media
BBM Messaging is the new social media More than 85% of 13-34 year olds use messaging apps every day Why 13-34 year olds love messaging 1. Trust Young adults don t trust social networks 2. Intimacy They
Course Overview J-PAL HOW TO RANDOMIZE 2
How to Randomize Course Overview 1. What is Evaluation? 2. Measurement & Indicators 3. Why Randomize? 4. How to Randomize? 5. Sampling and Sample Size 6. Threats and Analysis 7. Generalizability 8. Project
LAND FOR SALE. Vacant Land, 7.78 acres, in northeast Springfield 2296 N. Arbor Creek Lane, Springfield, MO 65803
Vacant Land, 7.78 acres, in northeast Springfield 2296 N. Arbor Creek Lane, Springfield, MO 65803 LAND FOR SALE 7.78 Acres located in Northeast Springfield for sale at $249,000.00 Zoned C-3 (Greene County);
Energy for society: The value and need for interdisciplinary research
Energy for society: The value and need for interdisciplinary research Invited Presentation to the Towards a Consumer-Driven Energy System Workshop, International Energy Agency Committee on Energy Research