SlideShare a Scribd company logo
1 of 18
Download to read offline
Reaktor
Mannerheimintie 2
00100, Helsinki Finland
tel: +358 9 4152 0200
www.reaktor.com
info@reaktor.com
Confidential
©2015 Reaktor
All rights reserved
Data-driven leadership
culture
Juuso Parkkinen (@ouzor)
Data Scientist and AI Designer at Reaktor (@ReaktorNow)
DataBusiness Challenge event, January 20th 2017
2
Why data-driven?
Firms that adopt data-driven decision making have output and productivity
that is 5-6% higher than what would be expected given their other
investments and information technology usage.
Source: Brynjolfsson et al. (2011). Strength in Numbers: How Does Data-Driven Decisionmaking Affect Firm Performance?
https://papers.ssrn.com/sol3/papers.cfm?abstract_id=1819486
REAKTOR
JANUARY 2017
REAKTOR
JANUARY 2017
Data-driven in practice
4
Make data visible
REAKTOR
JANUARY 2017 Source: https://commons.wikimedia.org/wiki/File:Contrexx_wms_3_dashboard.png
5
Customer understanding
REAKTOR
JANUARY 2017
Source: https://www.flickr.com/photos/coolinsights/24164542345
6
Automatic recommendations
REAKTOR
JANUARY 2017
REAKTOR
JANUARY 2017
What can go wrong?
8
Enemies of data-driven
Focusing on the data instead of the business goals
Lack of clear use cases for analytics
Lack of collaboration across the whole organization
Silos with limited communication and access to data
REAKTOR
JANUARY 2017
9
Enemies of data-driven (2)
Strong egos and internal politics
Unrealistic expectations
Focusing on IT systems
Tech-decisions made by business people and vice versa
REAKTOR
JANUARY 2017
REAKTOR
JANUARY 2017
Data-driven culture
11
Culture is key!
Aim at right and concrete goals
Understand risks, accept complexity
Make tests and experiments
Seek evidence and be courageous to act on it
Be transparent, break silos
REAKTOR
JANUARY 2017
12
Data-driven culture at Airbnb
“The foundation on which a data science team
rests is the culture and perception of data
elsewhere in the organization.”
“At Airbnb we characterize data in a more human
light: it’s the voice of our customers"
Source: http://venturebeat.com/2015/06/30/how-we-scaled-data-science-
to-all-sides-of-airbnb-over-5-years-of-hypergrowth/
REAKTOR
JANUARY 2017
13
Start with business goals!
REAKTOR
JANUARY 2017
Action DataInformation
Business
goal 1
goal 2
goal 3
goal 4
goal 5
Go through
the business goals
Go through
the possible actions
List information
that enables the actions Find the relevant data
Analyse how the data can be
used to obtain the relevant
information
Go through the project phases
to enable the action, e.g. who in the
organization should participate
Present the results
e.g. as new concept designs
and backlog for new data
14
Netflix connects business goals and data
“Our business objective is to maximize member satisfaction and month-to-month
subscription retention, which correlates well with maximizing consumption of video
content.
We therefore optimize our algorithms to give the highest scores to titles that a
member is most likely to play and enjoy.”
Source: Xavier Amatriain and Justin Basilico (Personalization Science and Engineering), http://techblog.netflix.com/2012/04/
netflix-recommendations-beyond-5-stars.html
REAKTOR
JANUARY 2017
15
Go lean - experiment and iterate!
REAKTOR
JANUARY 2017
16
Success story: Elisa Growth Hacking team
Single goal: Improve sales.
Solution: A self-directing, lean startup, business driven money making machine.
“A team that crosses traditional boundaries. Constant look past the team’s own responsibilities
by challenging, coaching and supporting on a larger scale.”
Best performing team award in Blue Arrow Awards, https://www.bluearrowawards.com/winners/
REAKTOR
JANUARY 2017
You know nothing, Jon Snow
Juuso Parkkinen / @ouzor / Reaktor
You can do it.
We can help!
And we’re hiring: https://www.reaktor.com/careers/

More Related Content

What's hot

Data Visualization & Data Storytelling
Data Visualization & Data StorytellingData Visualization & Data Storytelling
Data Visualization & Data Storytelling彭其捷 Jack
 
Getting Data Quality Right
Getting Data Quality RightGetting Data Quality Right
Getting Data Quality RightDATAVERSITY
 
Modern Data architecture Design
Modern Data architecture DesignModern Data architecture Design
Modern Data architecture DesignKujambu Murugesan
 
Enabling a Data Mesh Architecture with Data Virtualization
Enabling a Data Mesh Architecture with Data VirtualizationEnabling a Data Mesh Architecture with Data Virtualization
Enabling a Data Mesh Architecture with Data VirtualizationDenodo
 
Data platform modernization with Databricks.pptx
Data platform modernization with Databricks.pptxData platform modernization with Databricks.pptx
Data platform modernization with Databricks.pptxCalvinSim10
 
sas-data-governance-framework-107325
sas-data-governance-framework-107325sas-data-governance-framework-107325
sas-data-governance-framework-107325hurt3303
 
Data Architecture, Solution Architecture, Platform Architecture — What’s the ...
Data Architecture, Solution Architecture, Platform Architecture — What’s the ...Data Architecture, Solution Architecture, Platform Architecture — What’s the ...
Data Architecture, Solution Architecture, Platform Architecture — What’s the ...DATAVERSITY
 
Data Architecture Strategies: Building an Enterprise Data Strategy – Where to...
Data Architecture Strategies: Building an Enterprise Data Strategy – Where to...Data Architecture Strategies: Building an Enterprise Data Strategy – Where to...
Data Architecture Strategies: Building an Enterprise Data Strategy – Where to...DATAVERSITY
 
Data, Information And Knowledge Management Framework And The Data Management ...
Data, Information And Knowledge Management Framework And The Data Management ...Data, Information And Knowledge Management Framework And The Data Management ...
Data, Information And Knowledge Management Framework And The Data Management ...Alan McSweeney
 
Creating a Data-Driven Organization, Crunchconf, October 2015
Creating a Data-Driven Organization, Crunchconf, October 2015Creating a Data-Driven Organization, Crunchconf, October 2015
Creating a Data-Driven Organization, Crunchconf, October 2015Carl Anderson
 
Real-World Data Governance: Data Governance Expectations
Real-World Data Governance: Data Governance ExpectationsReal-World Data Governance: Data Governance Expectations
Real-World Data Governance: Data Governance ExpectationsDATAVERSITY
 
Data Catalog for Better Data Discovery and Governance
Data Catalog for Better Data Discovery and GovernanceData Catalog for Better Data Discovery and Governance
Data Catalog for Better Data Discovery and GovernanceDenodo
 
How to Make a Data Governance Program that Lasts
How to Make a Data Governance Program that LastsHow to Make a Data Governance Program that Lasts
How to Make a Data Governance Program that LastsDATAVERSITY
 
Journey for a data driven organization
Journey for a data driven organizationJourney for a data driven organization
Journey for a data driven organizationDr. Jimmy Schwarzkopf
 
DW Migration Webinar-March 2022.pptx
DW Migration Webinar-March 2022.pptxDW Migration Webinar-March 2022.pptx
DW Migration Webinar-March 2022.pptxDatabricks
 
Data Governance: Keystone of Information Management Initiatives
Data Governance: Keystone of Information Management InitiativesData Governance: Keystone of Information Management Initiatives
Data Governance: Keystone of Information Management InitiativesAlan McSweeney
 
Data Lakehouse, Data Mesh, and Data Fabric (r1)
Data Lakehouse, Data Mesh, and Data Fabric (r1)Data Lakehouse, Data Mesh, and Data Fabric (r1)
Data Lakehouse, Data Mesh, and Data Fabric (r1)James Serra
 
Data Quality Best Practices
Data Quality Best PracticesData Quality Best Practices
Data Quality Best PracticesDATAVERSITY
 
The Data Driven University - Automating Data Governance and Stewardship in Au...
The Data Driven University - Automating Data Governance and Stewardship in Au...The Data Driven University - Automating Data Governance and Stewardship in Au...
The Data Driven University - Automating Data Governance and Stewardship in Au...Pieter De Leenheer
 
Standing on the Shoulders of Open-Source Giants: The Serverless Realtime Lake...
Standing on the Shoulders of Open-Source Giants: The Serverless Realtime Lake...Standing on the Shoulders of Open-Source Giants: The Serverless Realtime Lake...
Standing on the Shoulders of Open-Source Giants: The Serverless Realtime Lake...HostedbyConfluent
 

What's hot (20)

Data Visualization & Data Storytelling
Data Visualization & Data StorytellingData Visualization & Data Storytelling
Data Visualization & Data Storytelling
 
Getting Data Quality Right
Getting Data Quality RightGetting Data Quality Right
Getting Data Quality Right
 
Modern Data architecture Design
Modern Data architecture DesignModern Data architecture Design
Modern Data architecture Design
 
Enabling a Data Mesh Architecture with Data Virtualization
Enabling a Data Mesh Architecture with Data VirtualizationEnabling a Data Mesh Architecture with Data Virtualization
Enabling a Data Mesh Architecture with Data Virtualization
 
Data platform modernization with Databricks.pptx
Data platform modernization with Databricks.pptxData platform modernization with Databricks.pptx
Data platform modernization with Databricks.pptx
 
sas-data-governance-framework-107325
sas-data-governance-framework-107325sas-data-governance-framework-107325
sas-data-governance-framework-107325
 
Data Architecture, Solution Architecture, Platform Architecture — What’s the ...
Data Architecture, Solution Architecture, Platform Architecture — What’s the ...Data Architecture, Solution Architecture, Platform Architecture — What’s the ...
Data Architecture, Solution Architecture, Platform Architecture — What’s the ...
 
Data Architecture Strategies: Building an Enterprise Data Strategy – Where to...
Data Architecture Strategies: Building an Enterprise Data Strategy – Where to...Data Architecture Strategies: Building an Enterprise Data Strategy – Where to...
Data Architecture Strategies: Building an Enterprise Data Strategy – Where to...
 
Data, Information And Knowledge Management Framework And The Data Management ...
Data, Information And Knowledge Management Framework And The Data Management ...Data, Information And Knowledge Management Framework And The Data Management ...
Data, Information And Knowledge Management Framework And The Data Management ...
 
Creating a Data-Driven Organization, Crunchconf, October 2015
Creating a Data-Driven Organization, Crunchconf, October 2015Creating a Data-Driven Organization, Crunchconf, October 2015
Creating a Data-Driven Organization, Crunchconf, October 2015
 
Real-World Data Governance: Data Governance Expectations
Real-World Data Governance: Data Governance ExpectationsReal-World Data Governance: Data Governance Expectations
Real-World Data Governance: Data Governance Expectations
 
Data Catalog for Better Data Discovery and Governance
Data Catalog for Better Data Discovery and GovernanceData Catalog for Better Data Discovery and Governance
Data Catalog for Better Data Discovery and Governance
 
How to Make a Data Governance Program that Lasts
How to Make a Data Governance Program that LastsHow to Make a Data Governance Program that Lasts
How to Make a Data Governance Program that Lasts
 
Journey for a data driven organization
Journey for a data driven organizationJourney for a data driven organization
Journey for a data driven organization
 
DW Migration Webinar-March 2022.pptx
DW Migration Webinar-March 2022.pptxDW Migration Webinar-March 2022.pptx
DW Migration Webinar-March 2022.pptx
 
Data Governance: Keystone of Information Management Initiatives
Data Governance: Keystone of Information Management InitiativesData Governance: Keystone of Information Management Initiatives
Data Governance: Keystone of Information Management Initiatives
 
Data Lakehouse, Data Mesh, and Data Fabric (r1)
Data Lakehouse, Data Mesh, and Data Fabric (r1)Data Lakehouse, Data Mesh, and Data Fabric (r1)
Data Lakehouse, Data Mesh, and Data Fabric (r1)
 
Data Quality Best Practices
Data Quality Best PracticesData Quality Best Practices
Data Quality Best Practices
 
The Data Driven University - Automating Data Governance and Stewardship in Au...
The Data Driven University - Automating Data Governance and Stewardship in Au...The Data Driven University - Automating Data Governance and Stewardship in Au...
The Data Driven University - Automating Data Governance and Stewardship in Au...
 
Standing on the Shoulders of Open-Source Giants: The Serverless Realtime Lake...
Standing on the Shoulders of Open-Source Giants: The Serverless Realtime Lake...Standing on the Shoulders of Open-Source Giants: The Serverless Realtime Lake...
Standing on the Shoulders of Open-Source Giants: The Serverless Realtime Lake...
 

Similar to Data-driven leadership culture

Systems of Insights: BI Trends and the Smart Tools of the Future
Systems of Insights: BI Trends and the Smart Tools of the FutureSystems of Insights: BI Trends and the Smart Tools of the Future
Systems of Insights: BI Trends and the Smart Tools of the FutureYellowfin BI
 
How to Scale BI and Analytics with Hadoop-based Platforms
How to Scale BI and Analytics with Hadoop-based PlatformsHow to Scale BI and Analytics with Hadoop-based Platforms
How to Scale BI and Analytics with Hadoop-based PlatformsArcadia Data
 
Disrupt for Digital Transformation
Disrupt for Digital Transformation Disrupt for Digital Transformation
Disrupt for Digital Transformation JoAnna Cheshire
 
Kudu Forrester Webinar
Kudu Forrester WebinarKudu Forrester Webinar
Kudu Forrester WebinarCloudera, Inc.
 
Big data analytics, research report
Big data analytics, research reportBig data analytics, research report
Big data analytics, research reportJULIO GONZALEZ SANZ
 
Data Virtualization - Enabling Next Generation Analytics
Data Virtualization - Enabling Next Generation AnalyticsData Virtualization - Enabling Next Generation Analytics
Data Virtualization - Enabling Next Generation AnalyticsDenodo
 
Prabal Acharyya - Industrial IoT
Prabal Acharyya - Industrial IoTPrabal Acharyya - Industrial IoT
Prabal Acharyya - Industrial IoTPrabal Acharyya
 
Bringing the Industrial IoT to life with advanced analytics
Bringing the Industrial IoT to life with advanced analyticsBringing the Industrial IoT to life with advanced analytics
Bringing the Industrial IoT to life with advanced analyticsPrabal Acharyya
 
AI in Software for Augmenting Intelligence Across the Enterprise
AI in Software for Augmenting Intelligence Across the EnterpriseAI in Software for Augmenting Intelligence Across the Enterprise
AI in Software for Augmenting Intelligence Across the EnterpriseThe Hive
 
Big Data Analytics in light of Financial Industry
Big Data Analytics in light of Financial Industry Big Data Analytics in light of Financial Industry
Big Data Analytics in light of Financial Industry Capgemini
 
Big Data Analytics Research Report
Big Data Analytics Research ReportBig Data Analytics Research Report
Big Data Analytics Research ReportIla Group
 
Industrial-Analytics-Report-2016-2017-vp-singlepage
Industrial-Analytics-Report-2016-2017-vp-singlepageIndustrial-Analytics-Report-2016-2017-vp-singlepage
Industrial-Analytics-Report-2016-2017-vp-singlepagezahra zahedi
 
NLB Analytics Overview
NLB Analytics OverviewNLB Analytics Overview
NLB Analytics OverviewKevin Dingle
 
NLB Services Data Analytics Overview
NLB Services Data Analytics OverviewNLB Services Data Analytics Overview
NLB Services Data Analytics OverviewKevin Dingle
 
Demystify Big Data Breakfast Briefing: Martha Bennett, Forrester
Demystify Big Data Breakfast Briefing: Martha Bennett, Forrester Demystify Big Data Breakfast Briefing: Martha Bennett, Forrester
Demystify Big Data Breakfast Briefing: Martha Bennett, Forrester Hortonworks
 
Open Analytics 2014 - Pedro Alves - Innovation though Open Source
Open Analytics 2014 - Pedro Alves - Innovation though Open SourceOpen Analytics 2014 - Pedro Alves - Innovation though Open Source
Open Analytics 2014 - Pedro Alves - Innovation though Open SourceOpenAnalytics Spain
 

Similar to Data-driven leadership culture (20)

Systems of Insights: BI Trends and the Smart Tools of the Future
Systems of Insights: BI Trends and the Smart Tools of the FutureSystems of Insights: BI Trends and the Smart Tools of the Future
Systems of Insights: BI Trends and the Smart Tools of the Future
 
How to Scale BI and Analytics with Hadoop-based Platforms
How to Scale BI and Analytics with Hadoop-based PlatformsHow to Scale BI and Analytics with Hadoop-based Platforms
How to Scale BI and Analytics with Hadoop-based Platforms
 
Disrupt for Digital Transformation
Disrupt for Digital Transformation Disrupt for Digital Transformation
Disrupt for Digital Transformation
 
Kudu Forrester Webinar
Kudu Forrester WebinarKudu Forrester Webinar
Kudu Forrester Webinar
 
Analytics gets Agile
Analytics gets AgileAnalytics gets Agile
Analytics gets Agile
 
Big data analytics, research report
Big data analytics, research reportBig data analytics, research report
Big data analytics, research report
 
Securing executive support for data governance - John Morton
Securing executive support for data governance - John MortonSecuring executive support for data governance - John Morton
Securing executive support for data governance - John Morton
 
Big Data analytics usage
Big Data analytics usageBig Data analytics usage
Big Data analytics usage
 
Data Virtualization - Enabling Next Generation Analytics
Data Virtualization - Enabling Next Generation AnalyticsData Virtualization - Enabling Next Generation Analytics
Data Virtualization - Enabling Next Generation Analytics
 
Prabal Acharyya - Industrial IoT
Prabal Acharyya - Industrial IoTPrabal Acharyya - Industrial IoT
Prabal Acharyya - Industrial IoT
 
Bringing the Industrial IoT to life with advanced analytics
Bringing the Industrial IoT to life with advanced analyticsBringing the Industrial IoT to life with advanced analytics
Bringing the Industrial IoT to life with advanced analytics
 
AI in Software for Augmenting Intelligence Across the Enterprise
AI in Software for Augmenting Intelligence Across the EnterpriseAI in Software for Augmenting Intelligence Across the Enterprise
AI in Software for Augmenting Intelligence Across the Enterprise
 
Big Data Analytics in light of Financial Industry
Big Data Analytics in light of Financial Industry Big Data Analytics in light of Financial Industry
Big Data Analytics in light of Financial Industry
 
Big Data Analytics Research Report
Big Data Analytics Research ReportBig Data Analytics Research Report
Big Data Analytics Research Report
 
Industrial-Analytics-Report-2016-2017-vp-singlepage
Industrial-Analytics-Report-2016-2017-vp-singlepageIndustrial-Analytics-Report-2016-2017-vp-singlepage
Industrial-Analytics-Report-2016-2017-vp-singlepage
 
Big data/Hadoop/HANA Basics
Big data/Hadoop/HANA BasicsBig data/Hadoop/HANA Basics
Big data/Hadoop/HANA Basics
 
NLB Analytics Overview
NLB Analytics OverviewNLB Analytics Overview
NLB Analytics Overview
 
NLB Services Data Analytics Overview
NLB Services Data Analytics OverviewNLB Services Data Analytics Overview
NLB Services Data Analytics Overview
 
Demystify Big Data Breakfast Briefing: Martha Bennett, Forrester
Demystify Big Data Breakfast Briefing: Martha Bennett, Forrester Demystify Big Data Breakfast Briefing: Martha Bennett, Forrester
Demystify Big Data Breakfast Briefing: Martha Bennett, Forrester
 
Open Analytics 2014 - Pedro Alves - Innovation though Open Source
Open Analytics 2014 - Pedro Alves - Innovation though Open SourceOpen Analytics 2014 - Pedro Alves - Innovation though Open Source
Open Analytics 2014 - Pedro Alves - Innovation though Open Source
 

Recently uploaded

modul pembelajaran robotic Workshop _ by Slidesgo.pptx
modul pembelajaran robotic Workshop _ by Slidesgo.pptxmodul pembelajaran robotic Workshop _ by Slidesgo.pptx
modul pembelajaran robotic Workshop _ by Slidesgo.pptxaleedritatuxx
 
INTRODUCTION TO Natural language processing
INTRODUCTION TO Natural language processingINTRODUCTION TO Natural language processing
INTRODUCTION TO Natural language processingsocarem879
 
Unveiling the Role of Social Media Suspect Investigators in Preventing Online...
Unveiling the Role of Social Media Suspect Investigators in Preventing Online...Unveiling the Role of Social Media Suspect Investigators in Preventing Online...
Unveiling the Role of Social Media Suspect Investigators in Preventing Online...Milind Agarwal
 
Learn How Data Science Changes Our World
Learn How Data Science Changes Our WorldLearn How Data Science Changes Our World
Learn How Data Science Changes Our WorldEduminds Learning
 
Bank Loan Approval Analysis: A Comprehensive Data Analysis Project
Bank Loan Approval Analysis: A Comprehensive Data Analysis ProjectBank Loan Approval Analysis: A Comprehensive Data Analysis Project
Bank Loan Approval Analysis: A Comprehensive Data Analysis ProjectBoston Institute of Analytics
 
English-8-Q4-W3-Synthesizing-Essential-Information-From-Various-Sources-1.pdf
English-8-Q4-W3-Synthesizing-Essential-Information-From-Various-Sources-1.pdfEnglish-8-Q4-W3-Synthesizing-Essential-Information-From-Various-Sources-1.pdf
English-8-Q4-W3-Synthesizing-Essential-Information-From-Various-Sources-1.pdfblazblazml
 
Networking Case Study prepared by teacher.pptx
Networking Case Study prepared by teacher.pptxNetworking Case Study prepared by teacher.pptx
Networking Case Study prepared by teacher.pptxHimangsuNath
 
Data Analysis Project Presentation: Unveiling Your Ideal Customer, Bank Custo...
Data Analysis Project Presentation: Unveiling Your Ideal Customer, Bank Custo...Data Analysis Project Presentation: Unveiling Your Ideal Customer, Bank Custo...
Data Analysis Project Presentation: Unveiling Your Ideal Customer, Bank Custo...Boston Institute of Analytics
 
Principles and Practices of Data Visualization
Principles and Practices of Data VisualizationPrinciples and Practices of Data Visualization
Principles and Practices of Data VisualizationKianJazayeri1
 
SMOTE and K-Fold Cross Validation-Presentation.pptx
SMOTE and K-Fold Cross Validation-Presentation.pptxSMOTE and K-Fold Cross Validation-Presentation.pptx
SMOTE and K-Fold Cross Validation-Presentation.pptxHaritikaChhatwal1
 
Defining Constituents, Data Vizzes and Telling a Data Story
Defining Constituents, Data Vizzes and Telling a Data StoryDefining Constituents, Data Vizzes and Telling a Data Story
Defining Constituents, Data Vizzes and Telling a Data StoryJeremy Anderson
 
Student Profile Sample report on improving academic performance by uniting gr...
Student Profile Sample report on improving academic performance by uniting gr...Student Profile Sample report on improving academic performance by uniting gr...
Student Profile Sample report on improving academic performance by uniting gr...Seán Kennedy
 
Decoding Patterns: Customer Churn Prediction Data Analysis Project
Decoding Patterns: Customer Churn Prediction Data Analysis ProjectDecoding Patterns: Customer Churn Prediction Data Analysis Project
Decoding Patterns: Customer Churn Prediction Data Analysis ProjectBoston Institute of Analytics
 
Digital Marketing Plan, how digital marketing works
Digital Marketing Plan, how digital marketing worksDigital Marketing Plan, how digital marketing works
Digital Marketing Plan, how digital marketing worksdeepakthakur548787
 
What To Do For World Nature Conservation Day by Slidesgo.pptx
What To Do For World Nature Conservation Day by Slidesgo.pptxWhat To Do For World Nature Conservation Day by Slidesgo.pptx
What To Do For World Nature Conservation Day by Slidesgo.pptxSimranPal17
 
Advanced Machine Learning for Business Professionals
Advanced Machine Learning for Business ProfessionalsAdvanced Machine Learning for Business Professionals
Advanced Machine Learning for Business ProfessionalsVICTOR MAESTRE RAMIREZ
 
convolutional neural network and its applications.pdf
convolutional neural network and its applications.pdfconvolutional neural network and its applications.pdf
convolutional neural network and its applications.pdfSubhamKumar3239
 
Easter Eggs From Star Wars and in cars 1 and 2
Easter Eggs From Star Wars and in cars 1 and 2Easter Eggs From Star Wars and in cars 1 and 2
Easter Eggs From Star Wars and in cars 1 and 217djon017
 
Minimizing AI Hallucinations/Confabulations and the Path towards AGI with Exa...
Minimizing AI Hallucinations/Confabulations and the Path towards AGI with Exa...Minimizing AI Hallucinations/Confabulations and the Path towards AGI with Exa...
Minimizing AI Hallucinations/Confabulations and the Path towards AGI with Exa...Thomas Poetter
 

Recently uploaded (20)

modul pembelajaran robotic Workshop _ by Slidesgo.pptx
modul pembelajaran robotic Workshop _ by Slidesgo.pptxmodul pembelajaran robotic Workshop _ by Slidesgo.pptx
modul pembelajaran robotic Workshop _ by Slidesgo.pptx
 
INTRODUCTION TO Natural language processing
INTRODUCTION TO Natural language processingINTRODUCTION TO Natural language processing
INTRODUCTION TO Natural language processing
 
Unveiling the Role of Social Media Suspect Investigators in Preventing Online...
Unveiling the Role of Social Media Suspect Investigators in Preventing Online...Unveiling the Role of Social Media Suspect Investigators in Preventing Online...
Unveiling the Role of Social Media Suspect Investigators in Preventing Online...
 
Learn How Data Science Changes Our World
Learn How Data Science Changes Our WorldLearn How Data Science Changes Our World
Learn How Data Science Changes Our World
 
Bank Loan Approval Analysis: A Comprehensive Data Analysis Project
Bank Loan Approval Analysis: A Comprehensive Data Analysis ProjectBank Loan Approval Analysis: A Comprehensive Data Analysis Project
Bank Loan Approval Analysis: A Comprehensive Data Analysis Project
 
English-8-Q4-W3-Synthesizing-Essential-Information-From-Various-Sources-1.pdf
English-8-Q4-W3-Synthesizing-Essential-Information-From-Various-Sources-1.pdfEnglish-8-Q4-W3-Synthesizing-Essential-Information-From-Various-Sources-1.pdf
English-8-Q4-W3-Synthesizing-Essential-Information-From-Various-Sources-1.pdf
 
Networking Case Study prepared by teacher.pptx
Networking Case Study prepared by teacher.pptxNetworking Case Study prepared by teacher.pptx
Networking Case Study prepared by teacher.pptx
 
Data Analysis Project Presentation: Unveiling Your Ideal Customer, Bank Custo...
Data Analysis Project Presentation: Unveiling Your Ideal Customer, Bank Custo...Data Analysis Project Presentation: Unveiling Your Ideal Customer, Bank Custo...
Data Analysis Project Presentation: Unveiling Your Ideal Customer, Bank Custo...
 
Principles and Practices of Data Visualization
Principles and Practices of Data VisualizationPrinciples and Practices of Data Visualization
Principles and Practices of Data Visualization
 
SMOTE and K-Fold Cross Validation-Presentation.pptx
SMOTE and K-Fold Cross Validation-Presentation.pptxSMOTE and K-Fold Cross Validation-Presentation.pptx
SMOTE and K-Fold Cross Validation-Presentation.pptx
 
Defining Constituents, Data Vizzes and Telling a Data Story
Defining Constituents, Data Vizzes and Telling a Data StoryDefining Constituents, Data Vizzes and Telling a Data Story
Defining Constituents, Data Vizzes and Telling a Data Story
 
Student Profile Sample report on improving academic performance by uniting gr...
Student Profile Sample report on improving academic performance by uniting gr...Student Profile Sample report on improving academic performance by uniting gr...
Student Profile Sample report on improving academic performance by uniting gr...
 
Decoding Patterns: Customer Churn Prediction Data Analysis Project
Decoding Patterns: Customer Churn Prediction Data Analysis ProjectDecoding Patterns: Customer Churn Prediction Data Analysis Project
Decoding Patterns: Customer Churn Prediction Data Analysis Project
 
Digital Marketing Plan, how digital marketing works
Digital Marketing Plan, how digital marketing worksDigital Marketing Plan, how digital marketing works
Digital Marketing Plan, how digital marketing works
 
What To Do For World Nature Conservation Day by Slidesgo.pptx
What To Do For World Nature Conservation Day by Slidesgo.pptxWhat To Do For World Nature Conservation Day by Slidesgo.pptx
What To Do For World Nature Conservation Day by Slidesgo.pptx
 
Data Analysis Project: Stroke Prediction
Data Analysis Project: Stroke PredictionData Analysis Project: Stroke Prediction
Data Analysis Project: Stroke Prediction
 
Advanced Machine Learning for Business Professionals
Advanced Machine Learning for Business ProfessionalsAdvanced Machine Learning for Business Professionals
Advanced Machine Learning for Business Professionals
 
convolutional neural network and its applications.pdf
convolutional neural network and its applications.pdfconvolutional neural network and its applications.pdf
convolutional neural network and its applications.pdf
 
Easter Eggs From Star Wars and in cars 1 and 2
Easter Eggs From Star Wars and in cars 1 and 2Easter Eggs From Star Wars and in cars 1 and 2
Easter Eggs From Star Wars and in cars 1 and 2
 
Minimizing AI Hallucinations/Confabulations and the Path towards AGI with Exa...
Minimizing AI Hallucinations/Confabulations and the Path towards AGI with Exa...Minimizing AI Hallucinations/Confabulations and the Path towards AGI with Exa...
Minimizing AI Hallucinations/Confabulations and the Path towards AGI with Exa...
 

Data-driven leadership culture

  • 1. Reaktor Mannerheimintie 2 00100, Helsinki Finland tel: +358 9 4152 0200 www.reaktor.com info@reaktor.com Confidential ©2015 Reaktor All rights reserved Data-driven leadership culture Juuso Parkkinen (@ouzor) Data Scientist and AI Designer at Reaktor (@ReaktorNow) DataBusiness Challenge event, January 20th 2017
  • 2. 2 Why data-driven? Firms that adopt data-driven decision making have output and productivity that is 5-6% higher than what would be expected given their other investments and information technology usage. Source: Brynjolfsson et al. (2011). Strength in Numbers: How Does Data-Driven Decisionmaking Affect Firm Performance? https://papers.ssrn.com/sol3/papers.cfm?abstract_id=1819486 REAKTOR JANUARY 2017
  • 4. 4 Make data visible REAKTOR JANUARY 2017 Source: https://commons.wikimedia.org/wiki/File:Contrexx_wms_3_dashboard.png
  • 5. 5 Customer understanding REAKTOR JANUARY 2017 Source: https://www.flickr.com/photos/coolinsights/24164542345
  • 8. 8 Enemies of data-driven Focusing on the data instead of the business goals Lack of clear use cases for analytics Lack of collaboration across the whole organization Silos with limited communication and access to data REAKTOR JANUARY 2017
  • 9. 9 Enemies of data-driven (2) Strong egos and internal politics Unrealistic expectations Focusing on IT systems Tech-decisions made by business people and vice versa REAKTOR JANUARY 2017
  • 11. 11 Culture is key! Aim at right and concrete goals Understand risks, accept complexity Make tests and experiments Seek evidence and be courageous to act on it Be transparent, break silos REAKTOR JANUARY 2017
  • 12. 12 Data-driven culture at Airbnb “The foundation on which a data science team rests is the culture and perception of data elsewhere in the organization.” “At Airbnb we characterize data in a more human light: it’s the voice of our customers" Source: http://venturebeat.com/2015/06/30/how-we-scaled-data-science- to-all-sides-of-airbnb-over-5-years-of-hypergrowth/ REAKTOR JANUARY 2017
  • 13. 13 Start with business goals! REAKTOR JANUARY 2017 Action DataInformation Business goal 1 goal 2 goal 3 goal 4 goal 5 Go through the business goals Go through the possible actions List information that enables the actions Find the relevant data Analyse how the data can be used to obtain the relevant information Go through the project phases to enable the action, e.g. who in the organization should participate Present the results e.g. as new concept designs and backlog for new data
  • 14. 14 Netflix connects business goals and data “Our business objective is to maximize member satisfaction and month-to-month subscription retention, which correlates well with maximizing consumption of video content. We therefore optimize our algorithms to give the highest scores to titles that a member is most likely to play and enjoy.” Source: Xavier Amatriain and Justin Basilico (Personalization Science and Engineering), http://techblog.netflix.com/2012/04/ netflix-recommendations-beyond-5-stars.html REAKTOR JANUARY 2017
  • 15. 15 Go lean - experiment and iterate! REAKTOR JANUARY 2017
  • 16. 16 Success story: Elisa Growth Hacking team Single goal: Improve sales. Solution: A self-directing, lean startup, business driven money making machine. “A team that crosses traditional boundaries. Constant look past the team’s own responsibilities by challenging, coaching and supporting on a larger scale.” Best performing team award in Blue Arrow Awards, https://www.bluearrowawards.com/winners/ REAKTOR JANUARY 2017
  • 17. You know nothing, Jon Snow
  • 18. Juuso Parkkinen / @ouzor / Reaktor You can do it. We can help! And we’re hiring: https://www.reaktor.com/careers/