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Presented at GOR 2017 in Berlin
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MINORITY REPORT IN RESEARCH COMMUNITIES THE FUTURE CAN BE SEEN MEMBER DISENGAGEMENT CAN BE PREVENTED IN prof. Tom De Ruyck – Steven Debaere – Sophie Van Neck – prof. dr. Kristof Coussement
We seem to have it all ... #minorityreport @tomderuyck @steven_debaere | @InSites @IESEG
Direct connection with consumers #minorityreport @tomderuyck @steven_debaere | @InSites @IESEG
Anytime Anywhere insights #minorityreport @tomderuyck @steven_debaere | @InSites @IESEG
structural collaboration #minorityreport @tomderuyck @steven_debaere | @InSites @IESEG
Communities as an Insight Delivery System #minorityreport @tomderuyck @steven_debaere | @InSites @IESEG
1,000+ communities 100,000+ participants 1,000,000+ conversations 1,000+ insights game changing actions #minorityreport @tomderuyck @steven_debaere | @InSites @IESEG
And... getting more popular as % of MR budget as % of adoption in 2016 58% 59% 5% 70% clients 2016 suppliers 2026 (Ray Poynter, 2016) (GRIT Report Q3-Q4, 2016) #minorityreport @tomderuyck @steven_debaere | @InSites @IESEG
Can we guarantee long-term success? #minorityreport @tomderuyck @steven_debaere | @InSites @IESEG
>50% OF ONLINE COMMUNITIES FAIL TO GENERATE SUCCESFUL OUTCOMES (Sarner, 2008) #minorityreport @tomderuyck @steven_debaere | @InSites @IESEG
#motivation #incentivation #moderation #gamification www.consumerconsultingboard.com #minorityreport @tomderuyck @steven_debaere | @InSites @IESEG
All after the same participant? #minorityreport @tomderuyck @steven_debaere | @InSites @IESEG
Life-time value #minorityreport @tomderuyck @steven_debaere | @InSites @IESEG
PARTICIPATION THREAT 1. 2. Low quantity Low quality #minorityreport @tomderuyck @steven_debaere | @InSites @IESEG
PROACTIVE COMMUNITY MANAGEMENT #minorityreport @tomderuyck @steven_debaere | @InSites @IESEG
MINORITY REPORT #minorityreport @tomderuyck @steven_debaere | @InSites @IESEG
DETECT PREDICT PREVENT #minorityreport @tomderuyck @steven_debaere | @InSites @IESEG
DETECT PREDICT PREVENT #minorityreport @tomderuyck @steven_debaere | @InSites @IESEG
“We see what they see” #minorityreport @tomderuyck @steven_debaere | @InSites @IESEG
DETECT THE UNTAPPED POTENTIAL OF RESEARCH COMMUNITIES 3 years 150,000 posts 7 Million data points Text Mining Natural Language Processing Behavioral analysis #minorityreport @tomderuyck @steven_debaere | @InSites @IESEG
DETECT 1 High High- Potentials Community Stars QUALITY Low Annoyers Passivists 2 QUANTITY High Low #minorityreport @tomderuyck @steven_debaere | @InSites @IESEG
DETECT PREDICT PREVENT #minorityreport @tomderuyck @steven_debaere | @InSites @IESEG
“The future can be seen” #minorityreport @tomderuyck @steven_debaere | @InSites @IESEG
PREDICT THE BENEFIT OF ARTIFICIAL INTELLIGENCE & PREDICTIVE ANALYTICS PREDICTION MODEL FOR MEMBER DISENGAGEMENT 1. % 2. Risk indicator Output Use the prediction model as a proactive alarm system TIP! #minorityreport @tomderuyck @steven_debaere | @InSites @IESEG
PREDICT PREDICTIVE ANALYTICS PAST FUTURE May Mar Feb Jan Apr #minorityreport @tomderuyck @steven_debaere | @InSites @IESEG
PREDICT 1 17% 14% 94% 17% 87% 32% 19% 11% High 11% 13% 81% 20% QUALITY 27% 79% 91% 94% Low 2 12% 91% 86% 93% 94% 17% Low quantity risk Low quality risk QUANTITY Low High #minorityreport @tomderuyck @steven_debaere | @InSites @IESEG
PREDICT PREDICTIVE ACCURACY Low Qual Low Quant RANDOM CHOICE 71% 78% …. 50% 100% BAD GOOD #minorityreport @tomderuyck @steven_debaere | @InSites @IESEG
PREDICT MODEL VERSUS MODERATOR ACCURACY LOW HIGH SCALE SMALL BIG SPEED SLOW FAST #minorityreport @tomderuyck @steven_debaere | @InSites @IESEG
DETECT PREDICT PREVENT #minorityreport @tomderuyck @steven_debaere | @InSites @IESEG
“Murder can be prevented” #minorityreport @tomderuyck @steven_debaere | @InSites @IESEG
PREVENT THREE-STAGE APPROACH 1 3 2 QUALITY interpretation action prediction model framework CRM info prevention suggestion QUANTITY MACHINE HUMAN MACHINE IDENTIFY CONTEXTUALIZE FINALIZE #minorityreport @tomderuyck @steven_debaere | @InSites @IESEG
PREVENT ENGAGEMENT STRATEGIES Badges Secret room Motivational emails 1-on-1 attention Financial payout Refresh … Don’t reinvent the wheel. But focus on personalization and use existing methods for the right participant at the right time TIP! #minorityreport @tomderuyck @steven_debaere | @InSites @IESEG
MINORITY REPORT #minorityreport @tomderuyck @steven_debaere | @InSites @IESEG
ADOPTION NEED FOR WHITE BOX PREDICTION MODEL 1 2 CO-CREATION IN MULTIDISCIPLINARY PROJECT TEAM #minorityreport @tomderuyck @steven_debaere | @InSites @IESEG
LOST OPPORTUNITY? Potentials Stars QUALITY Passivists 10 Annoyers 48 Potentials Stars QUALITY QUANTITY Low High Passivists 30 Annoyers 5 QUANTITY Low High #minorityreport @tomderuyck @steven_debaere | @InSites @IESEG
Human-machine collaboration Augmented human intelligence Artificial intelligence FUTURE-PROOF #minorityreport @tomderuyck @steven_debaere | @InSites @IESEG
#minorityreport MINORITY REPORT IN RESEARCH COMMUNITIES THE FUTURE CAN BE SEEN MEMBER DISENGAGEMENT CAN BE PREVENTED IN @InSites @IESEG prof. Tom De Ruyck – Steven Debaere – Sophie Van Neck – prof. dr. Kristof Coussement