2015 Data Miner Science Survey Highlights
|
|
- Adela Sherman
- 7 years ago
- Views:
Transcription
1 Predictive Analytics World San Francisco April Data Miner Science Survey Highlights Karl Rexer, PhD President Rexer Analytics
2 2015 Data Science Survey: Overview 7 th survey since 2007 Vendors NGO / Gov t 8% 19% 32% Corporate 59 questions Academics 17% 24% 10,000+ invitations ed, plus promoted by newsgroups, vendors, and bloggers Respondents: 1,220 analytic professionals from 72 countries Central & South America (6%) Brazil 2% Middle East & Africa (2%) Asia Pacific Australia 5% India 4% Europe Germany 7% UK 4% France 3% Italy 2% 13% 36% 43% Consultants North America USA 40% Canada 3% 2016 Rexer Analytics 2
3 What do we call ourselves? We call ourselves many things The term Data Scientist has surged in popularity Other Software Developer (2%)* Engineer* Computer Scientist Predictive Modeler from 8% 3% 4% 5% 9% 31% Data Scientist from 17% in 2013 Statistician from 9% 6% Data Miner Business Analyst from 11% * Down 1-2% from 2013 proportion 8% 9% 11% 12% Data Analyst Researcher from 15% Question: Which of the following do you primarily consider yourself to be? 2016 Rexer Analytics 3
4 Our Core Algorithms Remain the Same Regression, decision trees, and cluster analysis continue to form a triad of core algorithms for most data miners. This has been consistent since the first Data Miner Survey in Question: What algorithms / analytic methods do you TYPICALLY use? (Select all that apply) 2016 Rexer Analytics 4
5 The Tools We re Using Vendors are excluded from tool-use analyses The average analytics professional reports using 5 software tools R is the tool used by the most people (76%) A large number of tools have substantial market penetration Question: What Data mining / analytic tools did you use in the past year? Question: What one data mining / analytic software package do you use most frequently in the past year? 2016 Rexer Analytics 5
6 The Popularity of R Continues to Grow Vendors are excluded from tool-use analyses The proportion of analytic professionals using R continues to grow - Since 2010, R has been the #1 most-used data mining tool An increasing number of analytic professionals also select R as their primary tool - Since 2013, R has been #1 in primary tool rankings 100% 90% 80% 70% 60% 50% 40% 30% 20% 10% 0% R Usage 76% of analytic professionals report using R 36% select R as their primary tool 2016 Rexer Analytics 6
7 We Like our Analytic Tools Vendors are excluded from tool-use analyses Most of us are happy with our analytic software KNIME and IBM SPSS Modeler users give the highest satisfaction ratings Satisfaction question: Please rate your overall satisfaction with [insert name of previously identified software package] Rexer Analytics 7
8 Job Satisfaction is High, But Declining Overall satisfaction levels are high, and 27% report being very satisfied. However, this is down from 36% in Satisfaction in 2015 is similar to The bubble has burst somewhat. Expectations were high. And data science is hard. Corporate Consultants Academic NGO / Gov t Vendors Question: What is your current level of job satisfaction? 2016 Rexer Analytics 8
9 Deployment and Performance Assessment Only Corporate respondents are included in this analysis Some common frustrations: How often are analytic results deployed / utilized? (many times results are not used) 2% Never Rarely Sometimes Usually Always Use'Analytics 5% 30% 51% 12% How often does your company measure the performance of analytic projects? (many times performance isn t measured) Never Rarely Sometimes Usually Always Sophistication 8% 16% 26% 28% 22% Question: How often are results of your analytics deployed and/or utilized? Question: How often does your company / organization measure the performance of analytic projects? (e.g., accuracy of model predictions, ROI, or other success measurements) 2016 Rexer Analytics 9
10 Room for Growth in Analytic Adoption Only Corporate respondents are included in this analysis There is a LOT more we can do! Does your company use analytics? (Few people say Always ) 0% Never Rarely Sometimes Usually Always Use Analytics 6% 35% 44% 15% What is your company s degree of analytic sophistication? (Only a minority report High Sophistication) 1% Very Low Low Moderate High Very High Sophistication 15% 43% 25% 15% Question: When there are questions that can be addressed by analytics, how often does your company / organization use analytics to address them? Question: In general, with what degree of sophistication does your company / organization approach analytic problems? 2016 Rexer Analytics 10
11 The Demand for Analytics is Strong Almost 90% of people working in corporate settings foresee increases in the number of analytic projects Number of Analytic Projects Even in NGO and government settings almost 80% of people anticipate growth 6% Question: How will the number of data mining projects your organization conducts this year compare to what has been typical in the past few years? Size of Analytic Staff Respondents report strong growth in analytic staffing 4% Growth is somewhat slower in NGO and government settings Question: How has the size of your organization s analytic staff changed over the past year? 2016 Rexer Analytics 11
12 More Information Full survey summary report coming soon Additional topics covered in the full report: Analysis goals Model performance monitoring Text mining Keeping skills current Deployment Analytic competitions Analytic staffing More Summary reports from surveys available now All summary reports are free Questions? Karl Rexer, PhD Rexer Analytics 12
2011 Data Miner Survey Highlights
Predictive Analytics World New York, NY October 2011 2011 Data Miner Survey Highlights The Views of 1,319 Data Miners Karl Rexer, PhD President Rexer Analytics www.rexeranalytics.com 2011 Data Miner Survey:
More information2010 Data Miner Survey Highlights
Predictive Analytics World Washington, DC October 2010 2010 Data Miner Survey Highlights The Views of 735 Data Miners Karl Rexer, PhD President Rexer Analytics www.rexeranalytics.com 2010 Data Miner Survey:
More informationThe Smart Meter Revolution_
The Smart Meter Revolution_ Towards a Smarter Future m2m 1 00 - Contents Contents_ 01_ Introduction - By Rob Searle, Smart Metering Industry Lead at Telefónica Digital 02_ Market dissemination 03_ Installed
More informationMobile Thought Leadership > US
> www.fico.com Make every decision count The Mobile Revolution Mobile technology is revolutionizing the way we live. The number of smartphone users globally has already topped the one billion mark, and
More informationGlobal Consumers React to Rising Fraud: Beware Back of Wallet
PUBLISHED IN CONJUNCTION WITH Global Consumers React to Rising Fraud: Beware Back of Wallet OCTOBER 2012 Shirley W. Inscoe Photocopying or electronic distribution of this document or any of its contents
More information2015 Growth in data center employment continues but the workforce is changing
Published in Conjunction with MARKET BRIEFING GLOBAL DATA CENTER EMPLOYMENT 2015 2015 Growth in data center employment continues but the workforce is changing Globally, the number of people working in
More informationGlobal EY FIDS Forensic Data Analytics Survey 2014
Global EY FIDS Forensic Data Analytics Survey 2014 Big risks require big data thinking The Eighth International Pharmaceutical Compliance Congress Dubai, United Arab Emirates Vincent Walden Partner, EY
More informationUK Television Exports FY 2014/2015
UK Television Exports FY 2014/2015 Page 1 of 5 The annual UK Television Exports Survey highlights the popularity of UK programming abroad by collecting revenue figures relating to the international activity
More informationMobile Thought Leadership > Global
> www.fico.com Make every decision count The Mobile Revolution Mobile technology is revolutionizing the way we live. The number of smartphone users globally has already topped the one billion mark, and
More informationskills mismatches & finding the right talent incl. quarterly mobility, confidence & job satisfaction
skills mismatches & finding the right talent incl. quarterly mobility, confidence & job satisfaction Randstad Workmonitor Global Press Report wave 3-2012 Randstad Holding nv September 2012 content Chapter
More informationBuying vs. Building Business Analytics. A decision resource for technology and product teams
Buying vs. Building Business Analytics A decision resource for technology and product teams Introduction Providing analytics functionality to your end users can create a number of benefits. Actionable
More informationINDIA IN TOP THREE COUNTRIES WORLDWIDE FOR GLOBAL BROADBAND GROWTH
INDIA IN TOP THREE COUNTRIES WORLDWIDE FOR GLOBAL BROADBAND GROWTH Broadband Forum predicts top ten position is coming close 24 March 2011, New Delhi, India India s phenomenal growth in broadband in 2010
More information2014 STATE OF PRODUCT MANAGEMENT AND MARKETING
204 STATE OF PRODUCT MANAGEMENT AND MARKETING ABOUT THE SURVEY The 4th Annual Product Management and Marketing Survey was conducted by Pragmatic Marketing between November 22nd and December 8th, 203. The
More informationHR Outsourcing Market Forecast: 2012-2016 ~~~
HR Outsourcing Market Forecast: 2012-2016 ~~~ Market Assessment August 2012 About is a specialist BPO analyst company. provides buy-side and sell-side organizations with deeper research and analyses in
More informationGOŚĆ SPECJALNY. Ann Swain CEO APSCo (Association of Professional Staffing Companies) KAPITALIZACJA ŚWIATOWYCH TRENDÓW W REKRUTACJI
GOŚĆ SPECJALNY Ann Swain CEO APSCo (Association of Professional Staffing Companies) KAPITALIZACJA ŚWIATOWYCH TRENDÓW W REKRUTACJI Capitalising On The Global Trends For Recruitment Ann Swain, CEO, APSCo
More informationGlobal BPO Market Forecast: 2014-2018
Global BPO Market Forecast: 2014-2018 Market Forecast Report Abstract June 2014 By John Willmott BPO Market Development program NelsonHall 233 pages research.nelsonhall.com Who Is This Report For? NelsonHall
More informationHadoop Market - Global Industry Analysis, Size, Share, Growth, Trends, and Forecast, 2012 2018
Transparency Market Research Hadoop Market - Global Industry Analysis, Size, Share, Growth, Trends, and Forecast, 2012 2018 Buy Now Request Sample Published Date: July 2013 Single User License: US $ 4595
More informationGlobal Learning Management System (LMS) Market Analysis & Trends - Industry Forecast to 2020
Brochure More information from http://www.researchandmarkets.com/reports/3548942/ Global Learning Management System (LMS) Market Analysis & Trends - Industry Forecast to 2020 Description: The Global Learning
More informationGlobal Cloud Storage Market. More Info: hitesh@researchfox.com. Contact: 080-61341600/500 Visit: www.researchfox.com. saran@researchfox.
Global Cloud Storage Market Technology, Education, Training and Infrastructure are key areas which are rapidly developing in emerging Tier II and Tier III cities across the Globe. For IT and ITeS industries,
More informationGLOBAL DATA CENTER INVESTMENT 2013
2013 CENSUS REPORT: Global Data Center Investment 2013 GLOBAL DATA CENTER INVESTMENT 2013 2013 - Healthy Growth in Data Center Investment Globally Globally, the data center industry has continued to maintain
More informationContact Centre Integration Assessment
Contact Centre Integration Assessment How well are your business objectives aligned with the right contact centre technologies? Knowing how the technology in your contact centre supports service delivery
More informationData + Science Towards Organizational Excellence. eric Choo
Data + Science Towards Organizational Excellence eric Choo Business Intelligence & Big Data Analytics SoftSource Big Data Solutions Business Intelligence & Data EVA Services D a t a E x p l o r a t i o
More informationGlobal Learning Management System Market Analysis - Forecast (2014-2020)
Brochure More information from http://www.researchandmarkets.com/reports/3506494/ Global Learning Management System Market Analysis - Forecast (2014-2020) Description: This analysis is one of the most
More informationOutlook 2011: Survey Report
Web Analytics Association Outlook 2011: Survey Report page 1 Web Analytics Association Outlook 2011: Survey Report Prepared by the Web Analytics Association February 2011 All Rights Reserved Web Analytics
More informationMaking Leaders Successful Every Day
Making Leaders Successful Every Day Succeeding In Global ecommerce Forrester Research Benjamin Ensor Research Director, ebusiness & Channel Strategy March 13, 2013 For internal use only Agenda What s the
More informationEMC GLOBAL DATA PROTECTION INDEX KEY FINDINGS & RESULTS FOR ITALY
EMC GLOBAL DATA PROTECTION INDEX KEY FINDINGS & RESULTS FOR ITALY 1 THE DATA PROTECTION LANDSCAPE ARE YOU ON SOLID GROUND? 2 GLOBAL KEY FINDINGS GLOBALLY, ENTERPRISES ARE LOSING AS MUCH AS $1.7 TRILLION
More informationGlobal Long-Term Incentives: Trends and Predictions Results from the 2013 iquantic Global Long-Term Incentive Practices Survey
Global Long-Term Incentives: Trends and Predictions Results from the 2013 iquantic Global Long-Term Incentive Practices Survey Jon F. Doyle and Sandra Sussman October 8, 2013 Presenters Jon F. Doyle Attorney
More informationThe Use of Websites in Law Firm Marketing
The Use of Websites in Law Firm Marketing Overview of Findings November, 2013 Carol Kheddouma International Business Development Manager Agenda Methodology Key Findings Conclusions Research rationale and
More informationThe Global Chemical Industry: US, China and Global Status and Opportunities, 2015
The Global Chemical Industry: US, China and Global Status and Opportunities, 2015 August 28, 2005 American Chemical Society Martha Gilchrist Moore Moore Economics mmoore@mooreeconomics.com Opportunities
More informationEasy Execution of Data Mining Models through PMML
Easy Execution of Data Mining Models through PMML Zementis, Inc. UseR! 2009 Zementis Development, Deployment, and Execution of Predictive Models Development R allows for reliable data manipulation and
More informationGlobal Cellular Machine to Machine (M2M) modules Market (2012-2017): Market Forecast
Brochure More information from http://www.researchandmarkets.com/reports/2136449/ Global Cellular Machine to Machine (M2M) modules Market (2012-2017): Market Forecast Description: Government mandates,
More informationAlternative Payment and Distribution Landscape: Airline Distribution Channels
Alternative Payment and Distribution Landscape: Airline Distribution Channels Contents Introduction 04 At a glance 05 Setting the scene 06 Mobile payments 08 The challenges of mobile 10 The social media
More informationThe Power of 32/X 1 4300.250. 30 levels 287.1 287.1 5.0 3420.330 36.14 23.55. x21. 24hr security 32/X 1. Potential. x21. 30 storey x21. 36 sq ft.
The Power of Technology IN CRE Data and Analytics 7800 42 0.2 3420.330 175lbs 32/X 1 4300.250 x21 36.14 3420.330 32/X 1 Potential 21.56 25x100 growth is an organization s future ability to generate larger
More informationHadoop Market - Global Industry Analysis, Size, Share, Growth, Trends, And Forecast, 2012-2018
Brochure More information from http://www.researchandmarkets.com/reports/2622818/ Hadoop Market - Global Industry Analysis, Size, Share, Growth, Trends, And Forecast, 2012-2018 Description: An exponential
More informationOnline Marketing Institute London, Feb 2012 Mike Shaw Director, Marketing Solutions
The State of Social Media Online Marketing Institute London, Feb 2012 Mike Shaw Director, Marketing Solutions comscore s Innovative Approach Revolutionizes Measurement 2 Million Person Panel 360 View of
More informationGlobal Investing 2013 Morningstar. All Rights Reserved. 3/1/2013
Global Investing 2013 Morningstar. All Rights Reserved. 3/1/2013 World Stock Market Capitalization Year-end 2012 18.5% 9.6% United States International: Other Europe United Kingdom Japan Other Pacific
More informationCustomer Relationship Management (CRM) Analytics Global Market Analysis - Forecast (2014-2020)
Brochure More information from http://www.researchandmarkets.com/reports/3164949/ Customer Relationship Management (CRM) Analytics Global Market Analysis - Forecast (2014-2020) Description: The report
More informationTrends in International Education
Trends in International Education 1 Presentation Objectives 1. International landscape the competitive environment for recruitment of international students 2. Key statistics 3. Key trends 4. Observations/Conclusions
More informationINTRODUCTION TO DATA MINING SAS ENTERPRISE MINER
INTRODUCTION TO DATA MINING SAS ENTERPRISE MINER Mary-Elizabeth ( M-E ) Eddlestone Principal Systems Engineer, Analytics SAS Customer Loyalty, SAS Institute, Inc. AGENDA Overview/Introduction to Data Mining
More informationAMDOCS INTERACTIVE CUSTOMER SUCCESS STORY HONG KONG CSL
AMDOCS INTERACTIVE CUSTOMER SUCCESS STORY HONG KONG CSL At CSL, we have a commitment to deliver quality, innovative and relevant mobile data services to all of our 1010 and One2Free customers. The Interactive
More informationOutsourcing Survey March 2012
Outsourcing Survey March 2012 Table of Contents Section Page Overview Executive Summary Outsourcing Practices Classification Appendix 3 9 11 22 30 2 OVERVIEW Background The Center for Measurable Marketing
More informationCost-effective data centers for mid-sized companies
Cost-effective data centers for mid-sized companies Speakers: Jen Knecht, IBM Joanne Olsen, General Manager, GTS General Business Welcome to this IBM podcast series of focus on how to optimize your technology
More informationINSIGHTS FROM OPERA MEDIAWORKS
INSIGHTS FROM OPERA MEDIAWORKS The first mobile ad platform built for brands, delivering breakthrough marketing at scale 90% of the top AD AGE GLOBAL ADVERTISERS 850 million+ UNIQUE USERS Over 18,000 SITES
More informationDocument Management Market Forecast: 2009-2013 ~~~
Document Management Market Forecast: 2009-2013 ~~~ Market Assessment November 2009 DOCUMENT MANAGEMENT MARKET FORECAST: 2009-2013 About is a specialist BPO analyst company. provides buy-side and sell-side
More informationOverview. Main Findings
This Report reflects the latest trends observed in the data published in June. Remittance Prices Worldwide is available at http://remittanceprices.worldbank.org Overview The Remittance Prices Worldwide*
More informationThe Global Outlook for Aluminium in Transportation
The Global Outlook for Aluminium in Transportation l What is the future of aluminium in the transportation sector? l What are the key trends and drivers in the industry? l What is the aluminium market
More informatione-issn : 2347-9671 p- ISSN : 2349-0187 Impact Factor : 0.998 www. epratrust.com November 2014 Vol - 2 Issue- 11
e-issn : 2347-9671 p- ISSN : 2349-0187 Impact Factor : 0.998 www. epratrust.com November 2014 Vol - 2 Issue- 11 GROWTH PATTERN OF INTERNET USAGE IN INDIA AN OVERVIEW Dr.L.Ganesamoorthy 1 & K.Krishnapriya
More informationPaul Bossidy. A New Commercial Finance Business. Capital Solutions. President & CEO GE Capital Solutions 1 / GE /
Paul Bossidy President & CEO GE Capital Solutions GE Capital Solutions Capital Solutions A New Commercial Finance Business 1 / New organization one blockbuster business aligned for growth Commercial Equipment
More informationInternational Students' Attitudes to Postgraduate Study in Australia and New Zealand Survey 2013
International Students' Attitudes to Postgraduate Study in Australia and New Zealand Survey 2013 Introduction Working with StudyOptions, our survey aimed to find out potential postgraduate students' attitudes
More informationPerformance 2015: Global Stock Markets
Performance 21: Global Stock Markets November 12, 21 Dr. Edward Yardeni 16-972-7683 eyardeni@ Mali Quintana 48-664-1333 aquintana@ Please visit our sites at www. blog. thinking outside the box Table Of
More informationOutsourcing A Fact Based Decision?
Outsourcing A Fact Based Decision? Pierre Almén & Frank Mazzucco pierre.almen@compassmc.com & frank.mazzucco@compassamerica.com www.compassmc.com ISMA Conference, September 2006, San Diego Agenda Who are
More informationData Mining Solutions for the Business Environment
Database Systems Journal vol. IV, no. 4/2013 21 Data Mining Solutions for the Business Environment Ruxandra PETRE University of Economic Studies, Bucharest, Romania ruxandra_stefania.petre@yahoo.com Over
More informationBrochure More information from http://www.researchandmarkets.com/reports/3050458/
Brochure More information from http://www.researchandmarkets.com/reports/3050458/ Cloud Market In Healthcare technologies, EHR Market, Digital pathology market, Clinical, EMR, SaaS, Bioinformatics, Digital
More informationEuropean SME Export Report - FRANCE Export / import trends and behaviours of SMEs in France
SOUS EMBARGO JUSQU AU 8 JUILLET A 8H00 European SME Export Report - FRANCE Export / import trends and behaviours of SMEs in France July 2015 European SME Export Report Small and medium-sized enterprises
More informationQPC MIG benefits and applications - multi-tenanted data, better reporting and added value services for hosted telecoms providers
QPC MIG benefits and applications - multi-tenanted data, better reporting and added value services for hosted telecoms providers To benefit from economies of scale hosted providers want to partition contact
More informationAustralian Outbound Student Mobility Snapshot
Australian Outbound Student Mobility Snapshot Executive Summary One in eight Australian undergraduates studies overseas: 12.3% of completing Australian undergraduates in Australian universities undertake
More informationIndian E-Retail Congress 2013
The Retail Track The Omni Channel Retail Supply Chain Indian E-Retail Congress 2013 Subhendu Roy Principal Consumer Industries and Retail Practice 15 February, 2013 Disclaimer This document is exclusively
More informationAMDOCS CLARIFYCRM HELPS BTEXACT REALIZE 100% ROI ON MILLION-DOLLAR SOLUTION
BT AMDOCS CLARIFYCRM CASE STUDY www.amdocs.com AMDOCS CLARIFYCRM HELPS BTEXACT REALIZE 100% ROI ON MILLION-DOLLAR SOLUTION CHALLENGE > Support the IT needs of 140,000 staff in one of the UK s largest businesses
More informationJapan 94% of parents think that their children s safety has improved since moving. China is home to the highest earning expats in the world
Explorer Survey 2014 - life worldwide Canada is the most popular destination for retired expats UK expats spend more time socialising with locals than with other expats Switzerland comes top as an all-round
More informationOutsourcing: driving efficiency. and growth. Grant Thornton International Business Report 2014
Outsourcing: driving efficiency and growth Grant Thornton International Business Report 2014 Outsourcing: driving efficiency and growth Contents Introduction Outsourcing today Drivers Encouraging outsourcing
More informationThe Global Economic Impacts of Oil Price Shocks
The Global Economic Impacts of Oil Price Shocks Presented to: Project LINK, United Nations New York, NY November 22, 2004 Presented by: Sara Johnson Managing Director, Global Macroeconomics Group 781-301-9115
More informationSAP Solution Brief SAP HANA. Transform Your Future with Better Business Insight Using Predictive Analytics
SAP Brief SAP HANA Objectives Transform Your Future with Better Business Insight Using Predictive Analytics Dealing with the new reality Dealing with the new reality Organizations like yours can identify
More informationIBM's Fraud and Abuse, Analytics and Management Solution
Government Efficiency through Innovative Reform IBM's Fraud and Abuse, Analytics and Management Solution Service Definition Copyright IBM Corporation 2014 Table of Contents Overview... 1 Major differentiators...
More informationT-MOBILE DEPLOYS INNOVATIVE TECHNOLOGIES AND REINFORCES MARKET LEADERSHIP WITH AMDOCS CHARGING SUPPORTING CUTTING-EDGE BILLING SERVICES
AMDOCS CUSTOMER success story T-MOBILE DEPLOYS INNOVATIVE TECHNOLOGIES AND REINFORCES MARKET LEADERSHIP WITH AMDOCS CHARGING SUPPORTING CUTTING-EDGE BILLING SERVICES By on-going adoption of the latest
More informationGlobal payments trends: Challenges amid rebounding revenues
34 McKinsey on Payments September 2013 Global payments trends: Challenges amid rebounding revenues Global payments revenue rebounded to $1.34 trillion in 2011, a steep increase from 2009 s $1.1 trillion.
More informationSTATE OF THE DATA CENTER SURVEY GERMANY RESULTS
STATE OF THE DATA CENTER SURVEY GERMANY RESULTS SEPTEMBER 2012 CONTENTS 3 METHODOLOGY 4 INTRODUCTION 5 DATA CENTER COMPLEXITY IS PERVASIVE 6 EFFECTS OF DATA CENTER COMPLEXITY ARE DIVERSE AND COSTLY 8 IT
More informationHow does a venture capitalist appraise investment opportunities?
1 How does a venture capitalist appraise investment opportunities? Michael Queen - Finance Director, 3i Group plc A presentation to: 23 Pensions Convention 2 June 23 A How presentation does a venture to:
More informationWe represent news media industry in! 120 countries! Based in Paris, France, and! Frankfurt, Germany, with! subsidiaries in Singapore and India!
We represent news media industry in! 120 countries! Based in Paris, France, and! Frankfurt, Germany, with! subsidiaries in Singapore and India! We represent more than! 18,000 "publications! 15,000 "online
More informationTop Trends in Workforce Management: How Technology Provides Significant Value Managing Your People
Top Trends in Workforce Management: How Technology Provides Significant Value Managing Your People Written by David Creelman Sponsored by WP_WorkforceManagement_0814.indd Contents Introduction Key Findings
More informationSymantec State of the Data Center Research Highlights. October 2007
Symantec Research Highlights October 2007 Research Overview Quantitative and qualitative study conducted in September 2007 Purpose: Provide a comprehensive set of trends and issues that impact data center
More informationWorld Broadband Statistics: Short report Q4 2010
World Broadband Statistics: Short report Q4 2010 Fiona Vanier March 2011 Point Topic Ltd 61 Gray s Inn Road London WC1X 8TL, UK Tel. +44 (0) 20 3301 3303 Email info@point-topic.com World Broadband Statistics:
More informationWHITE PAPER DON T REACT ACT! HOW PROACTIVE REVENUE MANAGEMENT CAN PAY OFF BIG IN TODAY S MARKETS
WHITE PAPER DON T REACT ACT! HOW PROACTIVE REVENUE MANAGEMENT CAN PAY OFF BIG IN TODAY S MARKETS CONTENTS EXECUTIVE SUMMARY 1 INTRODUCTION 2 REACTING TO A POOR CUSTOMER EXPERIENCE IS TOO LATE AND LEADS
More informationInternational Health Insurance for Expatriates and Students: a Worldwide Review
International Health Insurance for Expatriates and Students: a Worldwide Review Report Prospectus November 2015 Finaccord Ltd., 2015 Web: www.finaccord.com. E-mail: info@finaccord.com 1 Prospectus contents
More informationA QuestionPro Publication
How to effectively conduct an online survey A QuestionPro Publication Steps in Preparing an Online Questionnaire How to Effectively Conduct an Online Survey By: Vivek Bhaskaran Co-Founder Survey Analytics
More informationNETCOM DRIVING DOWN THE COST OF BACKHAUL WITH AMDOCS CRAMER
AMDOCS CUSTOMER success story NETCOM DRIVING DOWN THE COST OF BACKHAUL WITH AMDOCS CRAMER One of the big advantages of what we have achieved by implementing Cramer and its efficient work processes is the
More informationSEIZING THE OPPORTUNITY IN INTERNATIONAL MARKETS
WHITE PAPER SEIZING THE OPPORTUNITY IN INTERNATIONAL MARKETS A practical guide to choosing the right s and languages 2014 Lionbridge INTRODUCTION If your app for Windows Phone is doing well at home, now
More informationWHITE PAPER SIX ESSENTIAL CONSIDERATIONS WHEN CHOOSING A FIELD SERVICE SOFTWARE SOLUTION
WHITE PAPER SIX ESSENTIAL CONSIDERATIONS WHEN CHOOSING A FIELD SERVICE SOFTWARE SOLUTION CONTENT DESIGNED AND DEVELOPED SPECIFICALLY FOR FIELD SERVICE... 3 FULLY INTEGRATED FIELD SERVICE FUNCTIONALITY...
More informationThe Future of Workforce Management and Buyer Perspectives
The Future of Workforce Management and Buyer Perspectives Bryan T. Peña, CCWP Vice President, Contingent Workforce Strategies and Research bpena@staffingindustry.com What is the future of work? 2015 by
More informationWORLDWIDE RETAIL ECOMMERCE SALES: EMARKETER S UPDATED ESTIMATES AND FORECAST THROUGH 2019
WORLDWIDE RETAIL ECOMMERCE SALES: EMARKETER S UPDATED ESTIMATES AND FORECAST THROUGH 2019 Worldwide retail sales including in-store and internet purchases will surpass $22 trillion in 2015, up 5.6% from
More informationBetter planning and forecasting with IBM Predictive Analytics
IBM Software Business Analytics SPSS Predictive Analytics Better planning and forecasting with IBM Predictive Analytics Using IBM Cognos TM1 with IBM SPSS Predictive Analytics to build better plans and
More informationPerformance 2016: Global Stock Markets
Performance 216: Global Stock Markets July 22, 216 Dr. Edward Yardeni 16-972-7683 eyardeni@ Mali Quintana 48-664-1333 aquintana@ Please visit our sites at www. blog. thinking outside the box Table Of Contents
More informationPublic Interest Registry Dashboard
Public Interest Registry Dashboard January through June 213 To become a fan of Public Interest Registry, please go to: http://www.facebook.com/pir.org Executive Summary It was almost exactly a year ago
More informationLessons from the Solar Leasing Boom in California
Lessons from the Solar Leasing Boom in California Andrew Hobbs Climate Policy Initiative andrew@cpisf.org Improving Solar Policy: Lessons from the Solar Leasing Boom in California clmtp.lc/17g9any BRAZIL
More informationManagement of HR Systems. 4 th Australian HR Technology Report
Management of HR Systems 4 th Australian HR Technology Report management of HR systems Introduction Welcome. The Australian HR Technology Report is a study commissioned by Navigo Research, a research and
More informationwww.pwc.co.uk/economics Global wage projections to 2030 September 2013
www.pwc.co.uk/economics Global wage projections to 2030 Summary: Wage gap between emerging and advanced economies will shrink significantly by 2030 By 2030, our projections in this report suggest that
More informationInsurance Market Outlook
Munich Re Economic Research May 2014 Premium growth is again slowly gathering momentum After a rather restrained 2013 (according to partly preliminary data), we expect growth in global primary insurance
More informationGLOBAL DATA CENTER SPACE 2013
2013 CENSUS REPORT: Global Data Center Space 2013 GLOBAL DATA CENTER SPACE 2013 Top 3 data center markets account for almost half of all global data center space. In spite of a slowdown in the amount of
More informationManaged Mobility Services (MMS) - Global Strategic Analysis
Brochure More information from http://www.researchandmarkets.com/reports/3619369/ Managed Mobility Services (MMS) - Global Strategic Analysis Description: This report analyzes the worldwide markets for
More informationEconomic and Market Outlook. EU Automobile Industry
Economic and Market Outlook EU Automobile Industry March 2015 Report 1 of 4 2015 CONTENTS EU ECONOMIC FORECASTS... 2 PASSENGER CARS... 4 REGISTRATIONS... 4 WORLD... 4 THE EUROPEAN UNION... 6 PRODUCTION...
More informationOverview. Main Findings
This Report reflects the latest trends observed in the data published in March 2014. Remittance Prices Worldwide is available at http://remittanceprices.worldbank.org Overview The Remittance Prices Worldwide*
More informationGlobal Data Center Colocation Market- Growth, Trends And Forecast (2015-2020)
Brochure More information from http://www.researchandmarkets.com/reports/3421379/ Global Data Center Colocation Market- Growth, Trends And Forecast (2015-2020) Description: The Global Data Center Colocation
More information2013 Global Contact Center Survey Results
2013 Global Contact Center Survey Results Deloitte Consulting LLP March 2013 Contents About the survey 3 Top 10 Insights 5 Survey results: Survey participant profile 8 Geography 11 Organization & Scope
More informationEasily Identify Your Best Customers
IBM SPSS Statistics Easily Identify Your Best Customers Use IBM SPSS predictive analytics software to gain insight from your customer database Contents: 1 Introduction 2 Exploring customer data Where do
More informationA Nielsen Report Global Trust in Advertising and Brand Messages. April 2012
A Nielsen Report Global Trust in Advertising and Brand Messages April 2012 CONSUMER TRUST IN EARNED ADVERTISING GROWS IN IMPORTANCE Earned media sources remain most credible Trust in traditional paid advertising
More informationTimetric. http://www.marketresearch.com/timetric-v3917/ Publisher Sample
Timetric http://www.marketresearch.com/timetric-v3917/ Publisher Sample Phone: 800.298.5699 (US) or +1.240.747.3093 or +1.240.747.3093 (Int'l) Hours: Monday - Thursday: 5:30am - 6:30pm EST Fridays: 5:30am
More informationCloud Storage Market - Outlook (2014-18) for ROW
Cloud Storage Market - Outlook (2014-18) for ROW explore@researchfox.com +1-408-469-4380 +91-80-6134-1500 www.researchfox.com 1 ResearchFox Consulting is an Indian market research and consulting firm based
More informationManpower Employment Outlook Survey Singapore Q3 2014. A Manpower Research Report
Manpower Employment Outlook Survey Singapore Q3 14 A Manpower Research Report Contents Q3/14 Singapore Employment Outlook 2 Sector Comparisons Global Employment Outlook 6 International Comparisons - Asia
More informationThe Burden of the Complicated Type 2 Diabetes Patient in China. White Paper
White Paper Catalysts driving successful decisions in life sciences. The Burden of the Complicated Type 2 Diabetes Patient in China by Marco DiBonaventura, Ph.D. Director, Health Economics and Outcomes
More informationCB RICHARD ELLIS GLOBAL RESEARCH & CONSULTING EXECUTIVE SUMMARY
BUSINESS FOOTPRINTS GLOBAL OFFICE LOCATIONS 2011 CB RICHARD ELLIS GLOBAL RESEARCH & CONSULTING EXECUTIVE SUMMARY INTRODUCTION The liberalisation and globalisation of trade have resulted in significant
More information2015 Laureate/Zogby Global Student Confidence Index
2015 Laureate/Zogby Global Student Confidence Index Submitted to: Matthew Yale, Laureate International Universities Submitted by: Zogby Analytics Jonathan Zogby, CEO John Zogby, Sr. Analyst May 2015 2015
More information