Comparing response scales on mobile and desktop devices: Usability and data quality issues
|
|
- Bruno Turner
- 5 years ago
- Views:
Transcription
1 Comparing response scales on mobile and desktop devices: Usability and data quality issues Vera Toepoel (Utrecht University, The 6th International Workshop on Internet Survey and Survey Methodology, 16 September 2014, Daejeon, Korea 1
2 Mobile Phone Internet Access NL Internet access mobile phone with Internet access
3 Mobile Web Usage (Wijnant, 2014) 3
4 Smartphone as research tool? Web surveys are completed on different devices Desktop PC Tablet Mobile phone Mobile phones are different than regular desktop PCs Screensize Touchscreen 72% of the Dutch own a mobile phone with Internet access Only about 5% uses a smartphone for survey completion 57% of panel members with a smartphone used the device when prompted (dynamically programmed survey;toepoel and Lugtig, published in SSCORE) 4
5 Motivation The proportion of respondents taking surveys on tablets and mobile phones continues to increase Researchers are exploring ways to improve data accuracy and the respondent experience on mobile surveys Our motivation is to use a randomized experimental design to test some of these features to see how data quality and the respondent experience is affected Response Scales on PC Tablet Mobile Phone 5
6 Background Response quality in desktop, tablet, and mobile surveys Radiobuttons versus scales Radiobuttons Slider bars (handle, drag and drop) Visual Analogue scales (point and click) (combination of slider and VAS)» Big buttons Number of scalepoints (5, 7, 11) Evaluation of the layout Response quality versus respondent experience Personal characteristics 6
7 Research objectives Is there a difference in response quality between response formats? Is this related to the number of scale points? Is this related to the device for survey completion? Is the response format a significant predictor for the evaluation of the questionnaire? Is the above related to personal characteristics such as socio-demographics and webographics? 7
8 Method Data collected in the panel of GfK Representative of Dutch population 15+, edu, gender Fieldwork in April *5*3 experimental design Desktop vs tablet vs mobile phone Radiobuttons vs slider vs VAS vs combination slider/vas vs big buttons 5 vs 7 vs 11 point scale» Also added: continuous VAS Every format was made identical (e.g. length, color) except for the functionality (e.g. point-and-click vs drag-anddrop) and answer type (e.g. bar vs buttons) N=5,077 Questionnaire duration: about five minutes 8
9 9
10 10
11 11
12 12
13 13
14 14
15 15
16 On tablet: 16
17 On mobile: 17
18 Response Fieldwork April 8-16 Response percentage 30%; Nonresponse 34%; 32% stopped because quota fulfillment; 4% dropout. Invitation April 8 Invitation April 11 desktop tablet mobile total 16,931 2,694 2,695 2,696 8,085 2,618 6,228 8,846 Response ,077 18
19 Response scales Mean scores are significantly different across response formats Sliders show lower scores compared to radio button Item missings are significantly different across response formats Sliders show more item missings scores compared to radio buttons Option not applicable shows no significant differences across response scales 19
20 Response scales, devices & Scale points Mean scores, significant differences: 5-point: Tablet & Desktop (not on mobile!) 7-point: Desktop 11-point: Mobile (11-point not desirable for mobile!) Item missings, significant differences: 5-point: Tablet & Desktop (not on mobile!) 7-point: Desktop 11-point: Mobile (11-point not desirable for mobile!) Not applicable : no differences 20
21 Best design option for response quality Use VAS VAS: nonsignificant from radio buttons and slider Second best: Big buttons: more in line with bars than radio buttons Don t use sliders! Confirmed by Michaud (2014)» Slider start position influences passive responses» Slider start position matters more on touch devices 11-point scale not preferable for mobile surveys For mobile, 5-point works best 21
22 Evaluation of the questionnaire (1) Sum score 5 evaluation questions Regression analysis Model 1: Questionnaire characteristics and interactions: R Square =.031 More positive: 11-point Less positive: Mobile (although optimally designed) People who self-selected into device Interactions positive: Big buttons * 11-point Slider * Mobile VAS * Mobile Slider/VAS * Mobile Selfselect * Mobile No negative Interactions 22
23 Evaluation of the questionnaire (2) Sum score 5 evaluation questions Regression analysis Model 2: Questionnaire characteristics and sociodemographics: R Square =.067 More positive: Slider, VAS, Slider/VAS 11-point Less positive: Tablet and Mobile All socio-demographics significant: Pos: Age Neg: gender, oldest old, high edu, high income, single Very few sig. Interactions Male prefer big buttons High edu dislike 11-point 23
24 Evaluation of the questionnaire (3) Sumscore 5 evaluation questions Regression analysis Model 3: Questionnaire characteristics and webographics: R Square =.033 More positive: Slider, Slider/VAS 11-point Less positive: Mobile Webographics: Pos: Survey experience desktop and mobile Neg: general experience with mobile Not significant:» general experience with desktop and tablet,» survey experience with tablet,» completion time No significant interactions! 24
25 Best design option for respondent experience Respondents evaluate 11-point better Respondents evaluate bars better Respondents evaluate mobile worse Mobile survey experience seems to make respondents milder Almost no significant interactions with personal characteristics and webographics 25
26 Overall, best practices Response formats VAS» Good response quality and respondent s experience Number of scale points Further testing needed Devices» 11-point does not perform well on mobile versus 11 point is better evaluated by respondents» 5-point performs well on mobile->unimode design? Literature shows small measurement effects between devices» However, this study shows that there are significant differences between response formats 26
27 Future research Additional experimentation with response scales Michaud (2014) experiments with use of dropdown menu»watch out with dropdown menus! Browsers react differently 27
28 Thank you Questions: mail me! 28
SLIDER BARS IN MULTI-DEVICE WEB SURVEYS
SLIDER BARS IN MULTI-DEVICE WEB SURVEYS A N G E L I C A M. M A I N E R I ( T I L B U R G U N I V E R S I T Y ) A. M. M A I N E R I @ U V T. N L I V A N O B I S O N ( U N I V E R S I T Á D I T R E N T O
More informationMobility Enabled: Effects of Mobile Devices on Survey Response and Substantive Measures
Mobility Enabled: Effects of Mobile Devices on Survey Response and Substantive Measures Frances M. Barlas, Randall K. Thomas, and Patricia Graham GfK Custom Research Presented at CASRO Digital Research
More informationMobile-only web survey respondents
Vol. 9, Issue 4, 2016 Mobile-only web survey respondents Peter Lugtig *, Vera Toepoel, Alerk Amin * Institution: Utrecht University Institution: Utrecht University Institution: RAND Corporation Abstract
More informationQuestionnaire design for smartphones (and tablets): an on-going journey from mobile unfriendly to mobile friendly to mobile optimization
Questionnaire design for smartphones (and tablets): an on-going journey from mobile unfriendly to mobile friendly to mobile optimization Ole Mussmann & Jeldrik Bakker Mobile unfriendly surveys 2 What can
More informationMobile Internet & Smartphone Adoption
Mobile Internet & Smartphone Adoption New Insights into Consumer Usage of Mobile Devices, the Shift to Smartphones & the Emergence of Tablets United States (US), United Kingdom (UK), Germany (DE), France
More informationSurvey Questions and Methodology
Survey Questions and Methodology Spring Tracking Survey 2012 Data for March 15 April 3, 2012 Princeton Survey Research Associates International for the Pew Research Center s Internet & American Life Project
More informationAre dual-frame surveys necessary in market research?
GfK Verein Are dual-frame surveys necessary in market research? Research report on GfK's methodology test Copyright GfK Verein All rights reserved. No part of this publication may be reproduced, or transmitted
More informationThe Demographics of Mobile News Habits
December 11, 2012 The Demographics of Mobile News Habits Men, College Grads and the Young are more Engaged FOR FURTHER INFORMATION: Amy Mitchell, Acting Director, Pew Research Center s Project for Excellence
More informationMobile device login and break-off in individual surveys of Statistics Netherlands
Mobile device login and break-off in individual surveys of Statistics Netherlands Anouk Roberts Jeldrik Bakker February 2018 Content 1. Introduction 4 2. Methods 9 3. Mobile device login 10 3.1 Overall
More informationA STUDY ON SMART PHONE USAGE AMONG YOUNGSTERS AT AGE GROUP (15-29)
A STUDY ON SMART PHONE USAGE AMONG YOUNGSTERS AT AGE GROUP (15-29) R. Lavanya, 1 st year, Department OF Management Studies, Periyar Maniammai University, Vallam,Thanjavur Dr. K.V.R. Rajandran, Associate
More informationCanadian National Longitudinal Survey of Children and Youth (NLSCY)
Canadian National Longitudinal Survey of Children and Youth (NLSCY) Fathom workshop activity For more information about the survey, see: http://www.statcan.ca/ Daily/English/990706/ d990706a.htm Notice
More informationA Comparative Usability Test. Orbitz.com vs. Hipmunk.com
A Comparative Usability Test Orbitz.com vs. Hipmunk.com 1 Table of Contents Introduction... 3 Participants... 5 Procedure... 6 Results... 8 Implications... 12 Nuisance variables... 14 Future studies...
More informationINSIGHTS 2018 Attitude towards advertising and use of ad blocking
INSIGHTS 2018 Attitude towards advertising and use of ad blocking US UK Germany Denmark Sweden Norway Finland 03 Editorial CONTENTS 04 Attitude towards advertising 13 Ad blocking 39 About the study 2 AudienceProject
More informationHyacinth Macaws for Seniors Survey Report
Hyacinth Macaws for Seniors Survey Report http://stevenmoskowitz24.com/hyacinth_macaw/ Steven Moskowitz IM30930 Usability Testing Spring, 2015 March 24, 2015 TABLE OF CONTENTS Introduction...1 Executive
More informationCREATING A NEW SURVEY IN
CREATING A NEW SURVEY IN 1. Click to start a new survey 2. Type a name for the survey in the Survey field dialog box e.g., Quick 3. Enter a descriptive title for the survey in the Title field. - Quick
More informationMI Pro Research Studio 6
MI Pro Research Studio 6 Quick start Guide A simple guide for new users showing the most relevant features of Research Studio 6 Page 1 Table of contents Chapter Page Get started 3 Create a new project
More informationLocal Search Insights
Local Search Insights click The YP to edit Advantage master title style Summary of comscore Research November 2014 All surveys results data herein are from comscore YP Value Proposition study, September
More informationQualtrics Survey Guide
Qualtrics Survey Guide This guide will help you with creating a basic survey using Qualtrics. Qualtrics software enables users to do many kinds of online data collection and analysis including market research,
More informationConsumer Insights. YouGov Omnibus, 5 th -6 th April
Consumer Insights YouGov Omnibus, 5 th -6 th April 2018 research@iabuk.net Methodology asked a series of questions to consumers to support the release of the Full Year 2017 Adspend Report Quantitative
More informationBlaise on Touch-Screen Tablets: the ELIPSS example
Blaise on Touch-Screen Tablets: the ELIPSS example Alexandre Chevallier and Mathieu Olivier, CDSP SciencesPo, France 1. Abstract Starting in 2012, the ELIPSS project is a French probability-based web panel.
More informationABSTRACT. Keywords: User Satisfaction, User Participation, User Understanding
ABSTRACT User satisfaction plays an important role in the development and implementation system in every organization. Organization should be able to indicate the factors could influence it. Satya Wacana
More informationMobile data usage & habits of MENA Internet users. Research conducted by Effective Measure in conjunction with Spot On PR January 2011
Mobile data usage & habits of MENA Internet users Research conducted by Effective Measure in conjunction with Spot On PR January 2011 Key findings 45% of MENA Internet users use mobile phones to access
More informationApp-nesia in the UK The need for app re-engagement marketing
App-nesia in the The need for app re-engagement marketing Ipsos, March 2015 Background In our mobile-first world, brands know it s key to build an app and offer a fantastic user experience. A great app
More informationU.S. TV and Internet Providers: Competing services for mobile consumers TV time. Market Study Second Quarter 2017
U.S. TV and Internet Providers: Competing services for mobile consumers TV time Market Study Second Quarter 2017 U.S. TV and Internet Providers: Competing services for mobile consumers TV time Market Study
More informationONLINE TV VIEWING BY AGE
1 FIRST LOOK: ONLINE TV VIEWING PATTERNS REVEALED November 217 Whether it s Blue Planet II on iplayer or Love Island on the ITV Hub, watching television on your computer device (PC, tablet or smartphone)
More informationSurvey Questions and Methodology
Survey Questions and Methodology Winter Tracking Survey 2012 Final Topline 02/22/2012 Data for January 20 February 19, 2012 Princeton Survey Research Associates International for the Pew Research Center
More informationUsing Monetary incentives in face-to-face surveys:
Using Monetary incentives in face-to-face surveys: Are prepaid incentives more effective than promised incentives? Michael Blohm & Achim Koch Q2016 - European Conference on Quality in Official Statistics
More informationTowards a Web-based multimode data collection system for household surveys in Statistics Portugal:
Towards a Web-based multimode data collection system for household surveys in Statistics Portugal: a report and discussion of the first experiences Pedro Lima Maria José Fernandes Wiesbaden 4-5 September
More informationQualtrics Survey Software
Qualtrics Survey Software GETTING STARTED WITH QUALTRICS Qualtrics Survey Software 0 Contents Qualtrics Survey Software... 2 Welcome to Qualtrics!... 2 Getting Started... 2 Creating a New Survey... 5 Homepage
More informationTelecommunications Customer Satisfaction
Telecommunications Customer Satisfaction Results of Wave 18 of polling undertaken by Roy Morgan Research for Communications Alliance Ltd in March 2018 Research Objective Roy Morgan Research is tracking
More informationSample: n=2,252 national adults, age 18 and older, including 1,127 cell phone interviews Interviewing dates:
Survey Questions Spring 2013 Tracking Survey Final Topline 5/21/2013 Data for April 17-May 19, 2013 Princeton Survey Research Associates International for the Pew Research Center s Internet & American
More informationT H E S H I F T T O SMARTPHONE DOMINANCE
T H E S H I F T T O SMARTPHONE DOMINANCE Background To understand mobile migration patterns and which factors will accelerate the shift to a mobile-first for consumers and advertisers W H A T S C O V E
More informationNovember 2016 G. Oscar Anderson, Senior Research Advisor AARP Research
November 2016 G. Oscar Anderson, Senior Research Advisor AARP Research https://doi.org/10.26419/res.00140.001 AARP is a nonprofit, nonpartisan organization, with a membership of nearly 38 million that
More informationA2. Statistical methodology
A2. Statistical methodology This report analyses findings collected from panellists who had the Ofcom mobile research app downloaded for at least seven days during the second fieldwork period. Panellists
More informationemarketer US Social Network Usage StatPack
May 2016 emarketer US Social Network Usage StatPack Presented by Learning from Social Advertising Data Trends Video Views ONCE A USER WATCHES 25% OF A VIDEO, DO THEY Stop Watching Watch 50% Watch 75% Finish
More informationThe Effectiveness of Mailed Invitations for Web Surveys
The Effectiveness of Mailed Invitations for Web Surveys Wolfgang Bandilla 1, Mick P.Couper 2, Lars Kaczmirek 1 1 GESIS Leibniz Institute for the Social Sciences 2 University of Michigan Background 1 If
More informationCSE 158 Lecture 2. Web Mining and Recommender Systems. Supervised learning Regression
CSE 158 Lecture 2 Web Mining and Recommender Systems Supervised learning Regression Supervised versus unsupervised learning Learning approaches attempt to model data in order to solve a problem Unsupervised
More informationSpring Change Assessment Survey 2010 Final Topline 6/4/10 Data for April 29 May 30, 2010
Spring Change Assessment Survey 2010 Final Topline 6/4/10 Data for April 29 May 30, 2010 for the Pew Research Center s Internet & American Life Project Sample: n= 2,252 national adults, age 18 and older,
More informationMULTI-CLIENT 2017 US INTERCHANGEABLE LENS CAMERA MARKET STUDY. Consumer Imaging Behaviors and Industry Trends SERVICE AREAS:
SERVICE AREAS: Consumer and Professional Imaging MULTI-CLIENT 2017 US INTERCHANGEABLE LENS CAMERA MARKET STUDY Consumer Imaging Behaviors and Industry Trends SEPTEMBER 2017 contents Table of Contents Executive
More informationDISCOVERABILITY. How Canadians Find TV Content
DISCOVERABILITY How Canadians Find TV Content Table of Contents Introduction...3 Executive Summary...4 TV Viewing is Diverse... 6 Discoverability... 10 Paid, Owned and Earned...18 Appendix Methodology
More informationTourist Survey from Blaise 4.8 to Blaise 5 in Norway.
Tourist Survey from Blaise 4.8 to Blaise 5 in Norway. Jan Haslund, Statistics Norway Introduction of the tourist survey in Norway In the tourist survey in Norway we collect data from tourists visiting
More informationThe Mode of Invitation for Web Surveys
Vol. 5, no 3, 2012 www.surveypractice.org The premier e-journal resource for the public opinion and survey research community The Mode of Invitation for Web Surveys Wolfgang Bandilla GESIS Leibniz Institute
More informationFlash Eurobarometer 443. e-privacy
Survey conducted by TNS Political & Social at the request of the European Commission, Directorate-General for Communications Networks, Content & Technology (DG CONNECT) Survey co-ordinated by the European
More information2012 Cell Phone Consumer Attitudes Study
2012 Cell Phone Consumer Attitudes Study Prepared for: CWTA April 23, 2012 Copyright 2009-2012 Quorus Consulting Group Ltd. Table of Contents Executive Summary 3 Research Objectives and Methodology 9 Detailed
More informationWeb+Mail as a Mixed-Mode Solution to General Public Survey Challenges in the United States
Web+Mail as a Mixed-Mode Solution to General Public Survey Challenges in the United States Don A. Dillman and Benjamin Messer* Social & Economic Sciences Research Center Washington State University Pullman,
More informationCDAA No. 4 - Part Two - Multiple Regression - Initial Data Screening
CDAA No. 4 - Part Two - Multiple Regression - Initial Data Screening Variables Entered/Removed b Variables Entered GPA in other high school, test, Math test, GPA, High school math GPA a Variables Removed
More informationAn imputation approach for analyzing mixed-mode surveys
An imputation approach for analyzing mixed-mode surveys Jae-kwang Kim 1 Iowa State University June 4, 2013 1 Joint work with S. Park and S. Kim Ouline Introduction Proposed Methodology Application to Private
More informationNorton s My First Device Report. October 2018
Norton s My First Device Report By October 2018 Methodology Norton s My First Device Report is an online survey of 6,986 parents aged 18+ years old, with children aged 5-16 across 10 markets, commissioned
More informationIntroduction to STATA
Center for Teaching, Research and Learning Research Support Group American University, Washington, D.C. Hurst Hall 203 rsg@american.edu (202) 885-3862 Introduction to STATA WORKSHOP OBJECTIVE: This workshop
More informationQuick Guide to American FactFinder
Quick Guide to American FactFinder 1. Search Terms... 2 2. Finding Neighborhoods... 6 3. Downloading the Tables 13 4. Interpreting the Numbers... 18 Introduction The American FactFinder is a useful online
More informationOnline Consumers Views and Usage of Ad Blocking Technologies. IAB Ad Blocking Study
Online Consumers Views and Usage of Ad Blocking Technologies IAB Ad Blocking Study September 2014 Objectives and Methodology Objectives Estimate the incidence of ad blocking among the US adult population
More informationBagging & System Combination for POS Tagging. Dan Jinguji Joshua T. Minor Ping Yu
Bagging & System Combination for POS Tagging Dan Jinguji Joshua T. Minor Ping Yu Bagging Bagging can gain substantially in accuracy The vital element is the instability of the learning algorithm Bagging
More informationMobile Devices in U.S. Consumer Households. A Market Study October 2008
Mobile Devices in U.S. Consumer Households A Market Study October 2008 Mobile Devices in U.S. Consumer Households Market Study October 2008 Version 1.0 Report Number: 102008-03 igr 12400 W. Hwy. 71, Suite
More informationAdvanced Topics in Web Surveys SOWMYA ANAND SURVEY RESEARCH LABORATORY
Advanced Topics in Web Surveys SOWMYA ANAND SURVEY RESEARCH LABORATORY Notes Please hold your questions until the end Slides available at http://www.srl.uic.edu/seminars/semnotes.htm Please raise your
More informationMobile call termination. Research Annex
Mobile call termination Research Annex Publication date: 27 March 2007 Contents Section Page 1 Research Annex 1 Section 1 1 Research Annex Background 1.1 Ofcom conducted research in October 2006 to specifically
More informationTelephone Survey Response: Effects of Cell Phones in Landline Households
Telephone Survey Response: Effects of Cell Phones in Landline Households Dennis Lambries* ¹, Michael Link², Robert Oldendick 1 ¹University of South Carolina, ²Centers for Disease Control and Prevention
More informationNinthDecimal Mobile Audience Q Insights Report
Q3 2013 Insights Report Research Overview Device Ownership and Usage 2 Consumer CPG Path to Purchase Behaviors 3-11 Mobile Ad Performance 12-13 Connected Device Trends & Adoption 14-15 Worldwide Location
More informationMail Findings. Australia Post Consumer Survey. Research into consumer preferences of transactional communications
Australia Post Consumer Survey Mail Findings August 2013 Australia Post Consumer Survey Mail Findings Research into consumer preferences of transactional communications Methodology The Australia Post Consumer
More information2013 NATIONAL ONLINE SAFETY STUDY
2013 NATIONAL ONLINE SAFETY STUDY Methodology and Sample Characteristics The National Cyber Security Alliance has conducted a new study with PayPal to analyze the cyber security behaviors and perceptions
More informationTopline Questionnaire
24 Topline Questionnaire HOME4NW Do you currently subscribe to internet service at HOME? 3 Based on all internet users [N=1,740] YES NO DON T KNOW REFUSED Current 84 16 * 0 April 2015 89 11 * 0 September
More informationAge-Related Differences in Subjective Ratings of Hierarchical Information
Age-Related Differences in Subjective Ratings of Hierarchical Information Sri Hastuti Kurniawan Dept. of Computation, UMIST P.O. Box 88 Manchester M60 1QD United Kingdom s.kurniawan@co.umist.ac.uk Abstract
More informationDeloitte TMT Predictions 2018
For more information, contact: Cornelia Calugar-Pop, ccalugarpop@deloitte.co.uk 1 2 Rising utility: s are usurping laptops and tablets as the preferred device for video calling, reading news, watching
More informationPerformance Evaluation Essentials
Performance Evaluation Essentials Program Outline Table of contents Quick Reference Guide Navigating the myua Dashboard... 3 Quick Reference Guide Create Performance Evaluation... 4 Quick Reference Guide
More informationIntroduction to Web Surveys. Survey Research Laboratory University of Illinois at Chicago October 2010
Introduction to Web Surveys Survey Research Laboratory University of Illinois at Chicago October 2010 Web Surveys First reported use in early 1990 s Dramatic increase in use over the past decade Numerous
More informationTRAFFIC SAFETY FACTS. Young Drivers Report the Highest Level of Phone Involvement in Crash or Near-Crash Incidences. Research Note
TRAFFIC SAFETY FACTS Research Note DOT HS 811 611 April 2012 Young Drivers Report the Highest Level of Phone Involvement in Crash or Near-Crash Incidences In the first nationally representative telephone
More informationThe State of the American Traveler TM
The State of the American Traveler TM MOBILE EDITION Fall 2018 Volume 30 The Mobile Edition THIS FALL EDITION of The State of the American Traveler TM continues our ongoing exploration of travelers use
More informationSurvey Manager - Reference Manual
Survey Manager - Reference Manual Survey Manager - Reference Manual 1. Getting Started... 1 1. The Survey Procedure... 1 1.1. Form Design... 1 1.2. Test and Publication... 1 1.3. Invitations and Reminders...
More informationT he Inbox Report 2017
Search Inbox Sent 1 Fluent LLC to me 2:10 Drafts Spam Trash T he Inbox Report 2017 CONSUMER PERCEPTIONS OF EMAIL loading... REVEAL MORE Click here to Reply Inbox Report 2017 Page 1
More informationMachine Learning - Regression. CS102 Fall 2017
Machine Learning - Fall 2017 Big Data Tools and Techniques Basic Data Manipulation and Analysis Performing well-defined computations or asking well-defined questions ( queries ) Data Mining Looking for
More informationUsing Mixed-Mode Contacts in Client Surveys: Getting More Bang for Your Buck
June 2013 Volume 51 Number 3 Article # 3FEA1 Using Mixed-Mode Contacts in Client Surveys: Getting More Bang for Your Buck Abstract Surveys are commonly used in Extension to identify client needs or evaluate
More informationTHE STATE OF ONLINE VIDEO 2017
EXPERIENCE FIRST MARKET RESEARCH THE STATE OF ONLINE VIDEO 2017 The State of Online Video is Limelight Networks latest in a series of surveys that explores consumer perceptions and behaviors around digital
More informationSmartphone market studies in Thailand. A brand comparison study of iphone VS Samsung 2015
Smartphone market studies in Thailand A brand comparison study of iphone VS Samsung 2015 Date: 19 th June, 2015 A. Research background iphone and Samsung has been the long leader in smartphone market in
More informationSample: n=2,252 national adults, age 18 and older, including 1,127 cell phone interviews Interviewing dates:
Survey Questions Spring 2013 Tracking Survey Final Topline 5/21/2013 Data for April 17-May 19, 2013 Princeton Survey Research Associates International for the Pew Research Center s Internet & American
More informationTHE HEADPHONE MARKET Hefio Survey
THE HEADPHONE MARKET Hefio Survey Hefio Internal Report #02 2015 Report by Catarina Hiipakka Espoo 07.2015 All rights reserved. Description This document reports on a study conducted by Hefio Oy with the
More informationCELEBRATING 20 YEARS Q2 2018
CELEBRATING 20 YEARS 2018 1 Areas covered Quarterly tracker - trends in internet usage, social media and the connected home GB face-to-face survey via Ipsos MORI Capibus Latest Wave Quarter 2 2018 (field
More informationIntroduction to Qualtrics
Center for Teaching, Research and Learning Research Support Group American University, Washington, D.C. Hurst Hall 203 rsg@american.edu (202) 885-3862 Introduction to Qualtrics WORKSHOP OBJECTIVE: Qualtrics
More informationInstalling and Configuring Respondus
Installing and Configuring Respondus Intermediate Installing Respondus... 1 Configuring Respondus... 6 Installing Respondus Note: Before installing Respondus, you will need to close any Word Processing
More informationThe consumer mobile experience. Measuring the consumer experience of using Android mobile services
Measuring the consumer experience of using Android mobile services RESEARCH REPORT Publication Date: 9 May 2018 About this document Ofcom has researched consumers experience of using mobile phones by collecting
More informationSOCRATES WEB SCORES FAQ S
SOCRATES WEB SCORES FAQ S Contents 1. The patient hasn t received their email... 1 2. No ID, password or QR code... 2 3. The email address was yellow but isn t any more.... 2 4. How do I check that the
More informationANSWERS -- Prep for Psyc350 Laboratory Final Statistics Part Prep a
ANSWERS -- Prep for Psyc350 Laboratory Final Statistics Part Prep a Put the following data into an spss data set: Be sure to include variable and value labels and missing value specifications for all variables
More informationBetter connections: Australian attitudes to mail and . November 2013
Better connections: Australian attitudes to mail and email November 0 Contents p Methodology Audience segments Apart from analysing results according to age, gender, location and employment status, the
More informationDAPRESY PRO 8.1 TECHNICAL RELEASE NOTES. April Technical Release Notes Dapresy Pro 8.1. Page 1 of 21
DAPRESY PRO 8.1 TECHNICAL RELEASE NOTES NO April 2013 www.dapresy.com Technical Release Notes Dapresy Pro 8.1 Page 1 of 21 Index 1 Introduction... 4 2 Storyteller reporting improvements... 5 2.1 Improved
More informationUsing Facebook Messenger Bots for Market Research
Using Facebook Messenger Bots for Market Research A Proof of Concept Case Study % a By Kate DuHadway MICHIGAN STATE UNIVERSITY MASTER S OF SCIENCE IN MARKET RESEARCH Agenda A BRIEF HISTORY OF CHATBOTS
More informationRichard Hospodský, g82, s.r.o.
Richard Hospodský, g82, s.r.o. Target Group B2C segment Users of payment cards (representative) aged -69 years Methodology Sample Analyses Quantitative survey CAWI (on-line) GfK on-line panel of respondents
More information1.1 Create a New Survey: Getting Started. To create a new survey, you can use one of two methods: a) Click Author on the navigation bar.
1. Survey Authoring Section 1 of this User Guide provides step-by-step instructions on how to author your survey. Surveys can be created using questions and response choices you develop; copying content
More informationLet the people speak: using evidence from the Global South to reshape our digital future. IGF 2017 Panel (WS188), Geneva
Let the people speak: using evidence from the Global South to reshape our digital future IGF 217 Panel (WS188), Geneva Methodology Desired level of accuracy set to a confidence level of 95% and an absolute
More informationCell and Landline Phone Usage Patterns among Young Adults and the Potential for Nonresponse Error in RDD Surveys
Cell and Landline Phone Usage Patterns among Young Adults and the Potential for Nonresponse Error in RDD Surveys Doug Currivan, Joel Hampton, Niki Mayo, and Burton Levine May 16, 2010 RTI International
More informationHypermarket Retail Analysis Customer Buying Behavior. Reachout Analytics Client Sample Report
Hypermarket Retail Analysis Customer Buying Behavior Report Tools Used: R Python WEKA Techniques Applied: Comparesion Tests Association Tests Requirement 1: All the Store Brand significance to Gender Towards
More informationThe Consumer Experience 2011
The Consumer Experience Research Document Publication date: 6 December Contents Section 1 Introduction 1 2 Executive summary 3 3 Consumer access and take-up 6 4 Consumer choices, value and range 59 5 Consumer
More informationDisrupting the Personal Lives
IS WORK EMAIL Disrupting the Personal Lives OF US EMPLOYEES? Samanage Email Overload Survey Report March 30, 2016 SCREENER QUESTION: Do you receive company emails on your mobile device? Only people who
More informationTutorial #1: Using Latent GOLD choice to Estimate Discrete Choice Models
Tutorial #1: Using Latent GOLD choice to Estimate Discrete Choice Models In this tutorial, we analyze data from a simple choice-based conjoint (CBC) experiment designed to estimate market shares (choice
More informationITU s work on ICT measurement
ITU s work on ICT measurement WTO Conference on the Use of Data in the Digital Economy 2-3 October 2017 Martin Schaaper Senior ICT Analyst ICT Data and Statistics Division Telecommunication Development
More informationAn Investigation of Phone Upgrades in Remote Community Cellular Networks
An Investigation of Phone Upgrades in Remote Community Cellular Networks Kushal Shah, Philip Martinez, Emre Tepedelioglu, Shaddi Hassan, Cedric Festin, Joshua Blumenstock, Jo Dioniso, Kurtis Heimerl Motivation:
More informationIAB Ireland Video On Demand 2016
IAB Ireland Video On Demand 2016 June 2016 In association with: 2 Agenda REACH TRENDS TIME REACTION What is the reach of VOD & who is a VOD user & how has this changed in the past year? (Market Reach &
More informationVisual Appeal vs. Usability: Which One Influences User Perceptions of a Website More?
1 of 9 10/3/2009 9:42 PM October 2009, Vol. 11 Issue 2 Volume 11 Issue 2 Past Issues A-Z List Usability News is a free web newsletter that is produced by the Software Usability Research Laboratory (SURL)
More informationCHAPTER - 7 MARKETING IMPLICATIONS, LIMITATIONS AND SCOPE FOR FUTURE RESEARCH
CHAPTER - 7 MARKETING IMPLICATIONS, LIMITATIONS AND My powers are ordinary. Only my application brings me success. - Isaac Newton In the previous chapter, there was the discussion regarding major findings
More informationBASICS. Create a Project. Click on a question below to skip to the answer. How do I create a project?
BASICS Create a Project Click on a question below to skip to the answer. How do I create a project? What is the difference between an Invitation-Only project and a General Access project? Can I delete
More informationLecture 26: Missing data
Lecture 26: Missing data Reading: ESL 9.6 STATS 202: Data mining and analysis December 1, 2017 1 / 10 Missing data is everywhere Survey data: nonresponse. 2 / 10 Missing data is everywhere Survey data:
More informationBehavioral Adjustments & Equity Effects of Congestion Pricing: Analysis of Morning Commutes During the Stockholm Trial
Behavioral Adjustments & Equity Effects of Congestion Pricing: Analysis of Morning Commutes During the Stockholm Trial Anders Karlström & Joel P. Franklin Dept. of Transport & Economics Royal Institute
More informationPNC.com, Weather.com & SouthWest.com. Usability Analysis. Tyler A. Steinke May 8, 2014 IMS 413
PNC.com, Weather.com & SouthWest.com Usability Analysis Tyler A. Steinke May 8, 2014 IMS 413 2 P a g e S t e i n k e Table of Contents Introduction 3 Executive Summary 3 Methodology 4 Results 4 Recommendations
More information