SlideShare a Scribd company logo
BEHAVIORAL ANALYSIS - HOW TO USE DATA GATHERED IN
GAMIFICATION AND ENHANCE THE RESULTS IT PROVIDES?
MAŁGORZATA KENDZIOREK
GAMIFICATION PRODUCT MANAGER
MAŁGORZATA KENDZIOREK
Gamification Product Manager
The Team Leader of the Consulting Team
responsible for Gamification Consultancy
and Business Analysis
WHY
BEHAVIORAL
ANALYSIS?
REPORTS
room summary
Activated on: 30/08/2017 at 03:00
Deactivated on: 30/08/2017 at 03:59
Members: 13
Room member 1
Nickname: djdjrjjdjff
Registered on: 30/08/2017 at 03:22
Device: SM-G900F, samsung, system: Android
Session duration: 00:00
Collected badges: 1
WELCOME TO GAME INN
Room member 2
Nickname: asdf
Registered on: 30/08/2017 at 03:22
Device: Browser: Edge 15.15063, OS: Windows 10
Session duration: 00:00
Collected badges: 1
WELCOME TO GAME INN
Room member 3
Nickname: 6u767
Registered on: 30/08/2017 at 03:02
Device: Simulator
Session duration: 00:08
Collected badges: 1
WELCOME TO GAME INN
CAMPAIGN 1
Started games: 2
GAME 1
Game ID: game1
Collected points: 141 pts
Number of attempts: 1
Time spent: 1 sec
GAME 2
Game ID: game2
Collected points: 130 pts
Number of attempts: 1
Time spent: 7 sec
▪ What else can we introduce into our gamification?
▪ How to improve it?
▪ How can we exceed our current results?
▪ How can we join gamification with other tools?
QUESTIONS
HOW DOES
BEHAVIORAL
ANALYSIS
WORK?
BEHAVIORAL ANALYSIS - OUTLINE
Data
gathering
Analysis
& Concept
Scope
& Mechanics
Development
Go-live &
Maintenance
new features, new
groups of users, etc.
Information about
users:
habits, motivators,
frequency of usage,
devices, favourite app
features, results, etc.
BEHAVIORAL ANALYSIS - DESCRIPTION
Gather Analyse Adjust
Information about users,
especially:
• Their habits
• What motivates them in the
short and long term
• Frequency of usage
• Devices they use
• Their favorite app features
• Their results
We use data from:
• Google Analytics adjusted to
a particular project
• System/app statistics
• Google play & AppStore
statistics
Our team includes:
• Business Analysts
• Creative Gamification
Designers
• IT Consultants and more
That combination results in
small changes in the
mechanics that may:
• Improve gamification
experience
• Strengthen interaction
between the solution and
its users
• Create more ways of play
(adjusted to particular
users)
Behavioral analysis
BEHAVIORAL
ANALYSIS
- RESULTS?
B2E SOLUTION FOR SPORTSWEAR
GLOBAL LEADER, WESTERN EUROPE
Adjusted mechanics – a 198% increase in
the monthly number of openings of educational
tasks/content
Change in the timing of notifications and
newsletters – a 264% increase in the
weekly visit frequency
B2E/B2B SOLUTION
FOR FMCG LEADER,
POLAND
Encouraging tasks -
134 – the number
of attempts made by
one user to complete a
specific task
B2C SOLUTION FOR
JETBLUE AIRWAYS,
USA
Partner Badges
- a 200% increase
in purchases of JB’s
partners’ services during
the first year
COMARCH
al. Jana Pawła II 39 a
31-864 Kraków
E-Mail: telco-enquiries@comarch.com
www.comarch.com

More Related Content

Similar to Comarch_User_Group_2017_Behavioral_analysis

Eight reasons why etapestry is the right donor database for your nonprofit
Eight reasons why etapestry is the right donor database for your nonprofitEight reasons why etapestry is the right donor database for your nonprofit
Eight reasons why etapestry is the right donor database for your nonprofit
Michael Beahm
 
Thought leadership Oct2015 selfserve
Thought leadership Oct2015 selfserveThought leadership Oct2015 selfserve
Thought leadership Oct2015 selfserve
Ron Krzoska
 

Similar to Comarch_User_Group_2017_Behavioral_analysis (20)

Importance of Data Analytics
 Importance of Data Analytics Importance of Data Analytics
Importance of Data Analytics
 
Monitorando APIs com Application Insights
Monitorando APIs com Application InsightsMonitorando APIs com Application Insights
Monitorando APIs com Application Insights
 
Athelytix pitch deck 12320
Athelytix pitch deck 12320Athelytix pitch deck 12320
Athelytix pitch deck 12320
 
The Role of Data Analytics in Software Development.pdf
The Role of Data Analytics in Software Development.pdfThe Role of Data Analytics in Software Development.pdf
The Role of Data Analytics in Software Development.pdf
 
youtube.docx
youtube.docxyoutube.docx
youtube.docx
 
Data Anayltics - A Game Changer in Event Management
Data Anayltics - A Game Changer in Event ManagementData Anayltics - A Game Changer in Event Management
Data Anayltics - A Game Changer in Event Management
 
Evolution or Extinction: Survive and Thrive with New Google Analytics Features
Evolution or Extinction:Survive and Thrive with New Google Analytics FeaturesEvolution or Extinction:Survive and Thrive with New Google Analytics Features
Evolution or Extinction: Survive and Thrive with New Google Analytics Features
 
Modern Product Data Workflows: Products for Product People - Best Practices i...
Modern Product Data Workflows: Products for Product People - Best Practices i...Modern Product Data Workflows: Products for Product People - Best Practices i...
Modern Product Data Workflows: Products for Product People - Best Practices i...
 
Mindset Technologies - overview
Mindset Technologies - overview Mindset Technologies - overview
Mindset Technologies - overview
 
Athelytix pitch deck_2020
Athelytix pitch deck_2020Athelytix pitch deck_2020
Athelytix pitch deck_2020
 
Big Data BizViz Sports Analytics
Big Data BizViz Sports AnalyticsBig Data BizViz Sports Analytics
Big Data BizViz Sports Analytics
 
Eight reasons why etapestry is the right donor database for your nonprofit
Eight reasons why etapestry is the right donor database for your nonprofitEight reasons why etapestry is the right donor database for your nonprofit
Eight reasons why etapestry is the right donor database for your nonprofit
 
7 Product Dimensions
7 Product Dimensions7 Product Dimensions
7 Product Dimensions
 
Innovate iq digital transformation by webonise
Innovate iq   digital transformation by weboniseInnovate iq   digital transformation by webonise
Innovate iq digital transformation by webonise
 
Thought leadership Oct2015 selfserve
Thought leadership Oct2015 selfserveThought leadership Oct2015 selfserve
Thought leadership Oct2015 selfserve
 
Sales analysis using product rating in data mining techniques
Sales analysis using product rating in data mining techniquesSales analysis using product rating in data mining techniques
Sales analysis using product rating in data mining techniques
 
Sharechat - Another growth opportunity
Sharechat - Another growth opportunitySharechat - Another growth opportunity
Sharechat - Another growth opportunity
 
Tracking IoT & Marketing Funnel all the way through product usage
Tracking IoT & Marketing Funnel all the way through product usageTracking IoT & Marketing Funnel all the way through product usage
Tracking IoT & Marketing Funnel all the way through product usage
 
Product analytics evolution: analytics approaches on different stages of the ...
Product analytics evolution: analytics approaches on different stages of the ...Product analytics evolution: analytics approaches on different stages of the ...
Product analytics evolution: analytics approaches on different stages of the ...
 
Game analytics @ Halfbrick
Game analytics @ HalfbrickGame analytics @ Halfbrick
Game analytics @ Halfbrick
 

More from Malgorzata Kendziorek

More from Malgorzata Kendziorek (7)

Jak wyjść poza schemat i zgrywalizować rzeczywistość - warsztaty z tworzenia ...
Jak wyjść poza schemat i zgrywalizować rzeczywistość - warsztaty z tworzenia ...Jak wyjść poza schemat i zgrywalizować rzeczywistość - warsztaty z tworzenia ...
Jak wyjść poza schemat i zgrywalizować rzeczywistość - warsztaty z tworzenia ...
 
Comarch Loyalty Breakfast - behavioural analysis in gamification
Comarch Loyalty Breakfast - behavioural analysis in gamification Comarch Loyalty Breakfast - behavioural analysis in gamification
Comarch Loyalty Breakfast - behavioural analysis in gamification
 
The Digital Trends Hunt. Gamification & IoT
The Digital Trends Hunt. Gamification & IoTThe Digital Trends Hunt. Gamification & IoT
The Digital Trends Hunt. Gamification & IoT
 
Prezentacja z CSR KRK #10
Prezentacja z CSR KRK #10Prezentacja z CSR KRK #10
Prezentacja z CSR KRK #10
 
Sztuka zaangażowania, czyli o grywalizacji w HR
Sztuka zaangażowania, czyli o grywalizacji w HRSztuka zaangażowania, czyli o grywalizacji w HR
Sztuka zaangażowania, czyli o grywalizacji w HR
 
GSRpresentation
GSRpresentationGSRpresentation
GSRpresentation
 
"Grywalizacja w edukacji. Powiedz mi, co Cię motywuje, a ja Cię nauczę — wpro...
"Grywalizacja w edukacji. Powiedz mi, co Cię motywuje, a ja Cię nauczę — wpro..."Grywalizacja w edukacji. Powiedz mi, co Cię motywuje, a ja Cię nauczę — wpro...
"Grywalizacja w edukacji. Powiedz mi, co Cię motywuje, a ja Cię nauczę — wpro...
 

Recently uploaded

anas about venice for grade 6f about venice
anas about venice for grade 6f about veniceanas about venice for grade 6f about venice
anas about venice for grade 6f about venice
anasabutalha2013
 
Memorandum Of Association Constitution of Company.ppt
Memorandum Of Association Constitution of Company.pptMemorandum Of Association Constitution of Company.ppt
Memorandum Of Association Constitution of Company.ppt
seri bangash
 

Recently uploaded (20)

sales plan presentation by mckinsey alum
sales plan presentation by mckinsey alumsales plan presentation by mckinsey alum
sales plan presentation by mckinsey alum
 
anas about venice for grade 6f about venice
anas about venice for grade 6f about veniceanas about venice for grade 6f about venice
anas about venice for grade 6f about venice
 
The Leading Cyber Security Entrepreneur of India in 2024.pdf
The Leading Cyber Security Entrepreneur of India in 2024.pdfThe Leading Cyber Security Entrepreneur of India in 2024.pdf
The Leading Cyber Security Entrepreneur of India in 2024.pdf
 
Special Purpose Vehicle (Purpose, Formation & examples)
Special Purpose Vehicle (Purpose, Formation & examples)Special Purpose Vehicle (Purpose, Formation & examples)
Special Purpose Vehicle (Purpose, Formation & examples)
 
Pitch Deck Teardown: Terra One's $7.5m Seed deck
Pitch Deck Teardown: Terra One's $7.5m Seed deckPitch Deck Teardown: Terra One's $7.5m Seed deck
Pitch Deck Teardown: Terra One's $7.5m Seed deck
 
8 Questions B2B Commercial Teams Can Ask To Help Product Discovery
8 Questions B2B Commercial Teams Can Ask To Help Product Discovery8 Questions B2B Commercial Teams Can Ask To Help Product Discovery
8 Questions B2B Commercial Teams Can Ask To Help Product Discovery
 
RMD24 | Retail media: hoe zet je dit in als je geen AH of Unilever bent? Heid...
RMD24 | Retail media: hoe zet je dit in als je geen AH of Unilever bent? Heid...RMD24 | Retail media: hoe zet je dit in als je geen AH of Unilever bent? Heid...
RMD24 | Retail media: hoe zet je dit in als je geen AH of Unilever bent? Heid...
 
Did Paul Haggis Ever Win an Oscar for Best Filmmaker
Did Paul Haggis Ever Win an Oscar for Best FilmmakerDid Paul Haggis Ever Win an Oscar for Best Filmmaker
Did Paul Haggis Ever Win an Oscar for Best Filmmaker
 
IPTV Subscription UK: Your Guide to Choosing the Best Service
IPTV Subscription UK: Your Guide to Choosing the Best ServiceIPTV Subscription UK: Your Guide to Choosing the Best Service
IPTV Subscription UK: Your Guide to Choosing the Best Service
 
RMD24 | Debunking the non-endemic revenue myth Marvin Vacquier Droop | First ...
RMD24 | Debunking the non-endemic revenue myth Marvin Vacquier Droop | First ...RMD24 | Debunking the non-endemic revenue myth Marvin Vacquier Droop | First ...
RMD24 | Debunking the non-endemic revenue myth Marvin Vacquier Droop | First ...
 
TriStar Gold Corporate Presentation May 2024
TriStar Gold Corporate Presentation May 2024TriStar Gold Corporate Presentation May 2024
TriStar Gold Corporate Presentation May 2024
 
How to Maintain Healthy Life style.pptx
How to Maintain  Healthy Life style.pptxHow to Maintain  Healthy Life style.pptx
How to Maintain Healthy Life style.pptx
 
The Truth About Dinesh Bafna's Situation.pdf
The Truth About Dinesh Bafna's Situation.pdfThe Truth About Dinesh Bafna's Situation.pdf
The Truth About Dinesh Bafna's Situation.pdf
 
Memorandum Of Association Constitution of Company.ppt
Memorandum Of Association Constitution of Company.pptMemorandum Of Association Constitution of Company.ppt
Memorandum Of Association Constitution of Company.ppt
 
April 2024 Nostalgia Products Newsletter
April 2024 Nostalgia Products NewsletterApril 2024 Nostalgia Products Newsletter
April 2024 Nostalgia Products Newsletter
 
USA classified ads posting – best classified sites in usa.pdf
USA classified ads posting – best classified sites in usa.pdfUSA classified ads posting – best classified sites in usa.pdf
USA classified ads posting – best classified sites in usa.pdf
 
State of D2C in India: A Logistics Update
State of D2C in India: A Logistics UpdateState of D2C in India: A Logistics Update
State of D2C in India: A Logistics Update
 
falcon-invoice-discounting-a-premier-platform-for-investors-in-india
falcon-invoice-discounting-a-premier-platform-for-investors-in-indiafalcon-invoice-discounting-a-premier-platform-for-investors-in-india
falcon-invoice-discounting-a-premier-platform-for-investors-in-india
 
Unleash Data Power with EnFuse Solutions' Comprehensive Data Management Servi...
Unleash Data Power with EnFuse Solutions' Comprehensive Data Management Servi...Unleash Data Power with EnFuse Solutions' Comprehensive Data Management Servi...
Unleash Data Power with EnFuse Solutions' Comprehensive Data Management Servi...
 
New Product Development.kjiy7ggbfdsddggo9lo
New Product Development.kjiy7ggbfdsddggo9loNew Product Development.kjiy7ggbfdsddggo9lo
New Product Development.kjiy7ggbfdsddggo9lo
 

Comarch_User_Group_2017_Behavioral_analysis

  • 1. BEHAVIORAL ANALYSIS - HOW TO USE DATA GATHERED IN GAMIFICATION AND ENHANCE THE RESULTS IT PROVIDES? MAŁGORZATA KENDZIOREK GAMIFICATION PRODUCT MANAGER
  • 2. MAŁGORZATA KENDZIOREK Gamification Product Manager The Team Leader of the Consulting Team responsible for Gamification Consultancy and Business Analysis
  • 4. REPORTS room summary Activated on: 30/08/2017 at 03:00 Deactivated on: 30/08/2017 at 03:59 Members: 13 Room member 1 Nickname: djdjrjjdjff Registered on: 30/08/2017 at 03:22 Device: SM-G900F, samsung, system: Android Session duration: 00:00 Collected badges: 1 WELCOME TO GAME INN Room member 2 Nickname: asdf Registered on: 30/08/2017 at 03:22 Device: Browser: Edge 15.15063, OS: Windows 10 Session duration: 00:00 Collected badges: 1 WELCOME TO GAME INN Room member 3 Nickname: 6u767 Registered on: 30/08/2017 at 03:02 Device: Simulator Session duration: 00:08 Collected badges: 1 WELCOME TO GAME INN CAMPAIGN 1 Started games: 2 GAME 1 Game ID: game1 Collected points: 141 pts Number of attempts: 1 Time spent: 1 sec GAME 2 Game ID: game2 Collected points: 130 pts Number of attempts: 1 Time spent: 7 sec
  • 5. ▪ What else can we introduce into our gamification? ▪ How to improve it? ▪ How can we exceed our current results? ▪ How can we join gamification with other tools? QUESTIONS
  • 7. BEHAVIORAL ANALYSIS - OUTLINE Data gathering Analysis & Concept Scope & Mechanics Development Go-live & Maintenance new features, new groups of users, etc. Information about users: habits, motivators, frequency of usage, devices, favourite app features, results, etc.
  • 8. BEHAVIORAL ANALYSIS - DESCRIPTION Gather Analyse Adjust Information about users, especially: • Their habits • What motivates them in the short and long term • Frequency of usage • Devices they use • Their favorite app features • Their results We use data from: • Google Analytics adjusted to a particular project • System/app statistics • Google play & AppStore statistics Our team includes: • Business Analysts • Creative Gamification Designers • IT Consultants and more That combination results in small changes in the mechanics that may: • Improve gamification experience • Strengthen interaction between the solution and its users • Create more ways of play (adjusted to particular users) Behavioral analysis
  • 10. B2E SOLUTION FOR SPORTSWEAR GLOBAL LEADER, WESTERN EUROPE Adjusted mechanics – a 198% increase in the monthly number of openings of educational tasks/content Change in the timing of notifications and newsletters – a 264% increase in the weekly visit frequency B2E/B2B SOLUTION FOR FMCG LEADER, POLAND Encouraging tasks - 134 – the number of attempts made by one user to complete a specific task B2C SOLUTION FOR JETBLUE AIRWAYS, USA Partner Badges - a 200% increase in purchases of JB’s partners’ services during the first year
  • 11. COMARCH al. Jana Pawła II 39 a 31-864 Kraków E-Mail: telco-enquiries@comarch.com www.comarch.com