SlideShare uma empresa Scribd logo
1 de 19
Baixar para ler offline
How to be
Data savvy Managers
1
Toshifumi Kuga CEO of TOSHI STATS SDN. BHD
3 June 2014
The status quo
• Data, Data and Data
• The internet on things : A lot of devices and parts will be
connected to internet
• The number of smartphone and tablet is increasing rapidly
• Wearable devices will be available with reasonable price soon
• Model, Model and Model
• Machine Learning, Statistical models are available as a service
with reasonable costs through internet
2
The digital universe is
increasing exponentially
3
4.4
zetta
bytes
44
zetta
bytes
2013 2020
Source : EMC Digital Universe with Research & Analysis by IDC, April 2014
How can we consume data ?
• Although a lot of data is available for
data analysis, It is not obvious that how
we can analyze it in order to make better
business decisions
• At the result of that, most of data may
not be analyzed for decision making
4
Data savvy managers are needed
• Someone in the company should take an
initiative to lead the project for big data
analytics all over the company
• Someone should take actions to obtain better
business decisions based on the results of
data analysis
5
Data scientist vs Data savvy manager
6
Data savvy
manager
Data scientist
Data
knowledge on data
in the business
data cleaning
make it structured
Statistical
Models
ensure models are
relevant to make
business decisions
develop models
validate models
Output from
analysis
ensure the results are
relevant to make
business decisions
ensure calculation is
accurate
How to be data savvy managers
• No need to pay a lot of money to be the managers
• A lot of useful information are available through
internet for free
• Statistical tools and data visualization tools (such as
R) are also available free or with reasonable costs
• A lot of universities provide their courses about data
analysis through internet for free (called "MOOCs")
7
R language and RStudio
8
It is free !
Key three things
to be data savvy mangers
• Data
• Model
• Output from analysis
9
First : Data
• Starting point of data analysis
• Business managers should know what kind
of data are available for their businesses
• Make the list of available data
• Discuss data which are available with data
scientists
10
Second : model
• Data savvy managers should know what kind of
models exist for data analysis
• Statistical model (regression, time series analysis,
optimization, etc.)
• Machine learning (neural network, decision tree, etc.)
• Genetic Programming
11
No need to develop models by yourself
Just discuss it with data scientists
ML<-function(a){
!
x=matrix(c(1,1,1,1,2,3),3,2)
y=matrix(c(5, 7, 9),3,1)
t=matrix(1,2,1)
m=length(y)
h=x%*%t
j=1/(2*m)*(t(h-y)%*%(h-y))
!
12
for (i in seq(1,1000)){
h=x%*%t
tnew=t-a/m*t(x)%*%(h-y)
hnew=x%*%tnew
jnew=1/(2*m)*(t(hnew-y)%*%(hnew-y))
if (abs(jnew-j)<=10^(-8)) break
t=tnew
j=jnew
end }}
An example of Liner regression model by R
Third : Output
• Outputs from data analysis are critically important
• Outputs are numerical numbers (price,
population, revenue, etc.)
• Outputs are probability of events (explain later)
13
To make better business decisions
• Marketing strategy (target, product, price, etc.)
• Resource and cost allocations
• Risk management (credit, market, liquidity, etc.)
14
Predictive analytics
• Logistic regression model is used to calculate probability of events
• Output means probability of events (buy products, come to
shops, cure diseases, be in default, etc)
• Logistic regression model generates numbers between 0 and 1
as the result of calculations
• These outputs are considered as probability of occurring
events
15
Let us start today !
• Data is increasing every day
• New services of data analysis and
visualizations will be available going
forward
• Download "R language" and try it !
16
Website of R and RStudio!
• R is a language and environment for statistical computing. R
Foundation for Statistical Computing, Vienna, Austria. ISBN
3-90005107-0 URL http://www.R-project.org
• I prepare short movie about how to use R.
http://www.toshistats.net/introduction-to-r-language/
• RStudio is one of the best IDE for R.
http://www.rstudio.com/products/rstudio/download/
17
Thanks for your attentions!
• TOSHI STATS SDN. BHD, Digital-learning center for statistical computing in Asia
• CEO : Toshifumi Kuga, Certified financial services auditor
• Company web site : www.toshistats.net
• Company blog : http://toshistats.wordpress.com/aboutme/
• Company FB page : www.facebook.com/toshistatsco
• Please do not hesitate to send your opinion and massages about our courses to us !
18
Disclaimer
• TOSHI STATS SDN. BHD. and I do not accept any responsibility or
liability for loss or damage occasioned to any person or property
through using materials, instructions, methods, algorithm or ideas
contained herein, or acting or refraining from acting as a result of
such use. TOSHI STATS SDN. BHD. and I expressly disclaim all
implied warranties, including merchantability or fitness for any
particular purpose. There will be no duty on TOSHI STATS SDN. BHD.
and me to correct any errors or defects in the codes and the
software.
© 2014 TOSHI STATS SDN. BHD. All rights reserved
19

Mais conteúdo relacionado

Mais procurados

A Plan for Sustainable MIR Evaluation
A Plan for Sustainable MIR EvaluationA Plan for Sustainable MIR Evaluation
A Plan for Sustainable MIR EvaluationJulián Urbano
 
How good are administrative register data and what can we do about it?
How good are administrative register data and what can we do about it?How good are administrative register data and what can we do about it?
How good are administrative register data and what can we do about it?Daniel Oberski
 
Ravi Hariani Data Analytics
Ravi Hariani Data AnalyticsRavi Hariani Data Analytics
Ravi Hariani Data AnalyticsRavi Hariani
 
Art of Information: A Guide to Data Visualization
Art of Information: A Guide to Data VisualizationArt of Information: A Guide to Data Visualization
Art of Information: A Guide to Data VisualizationUXPA Boston
 

Mais procurados (6)

A Plan for Sustainable MIR Evaluation
A Plan for Sustainable MIR EvaluationA Plan for Sustainable MIR Evaluation
A Plan for Sustainable MIR Evaluation
 
Introduction to Data Science
Introduction to Data ScienceIntroduction to Data Science
Introduction to Data Science
 
How good are administrative register data and what can we do about it?
How good are administrative register data and what can we do about it?How good are administrative register data and what can we do about it?
How good are administrative register data and what can we do about it?
 
Ravi Hariani Data Analytics
Ravi Hariani Data AnalyticsRavi Hariani Data Analytics
Ravi Hariani Data Analytics
 
Art of Information: A Guide to Data Visualization
Art of Information: A Guide to Data VisualizationArt of Information: A Guide to Data Visualization
Art of Information: A Guide to Data Visualization
 
2005)
2005)2005)
2005)
 

Semelhante a How to be data savvy manager

L2 DS Tools and Application.pptx
L2 DS Tools and Application.pptxL2 DS Tools and Application.pptx
L2 DS Tools and Application.pptxShambhavi Vats
 
introduction to data science
introduction to data scienceintroduction to data science
introduction to data sciencebhavesh lande
 
The path to be a data scientist
The path to be a data scientistThe path to be a data scientist
The path to be a data scientistPoo Kuan Hoong
 
Visualising montioring and evaluation data
Visualising montioring and evaluation dataVisualising montioring and evaluation data
Visualising montioring and evaluation dataRob Worthington
 
Data Engineer vs Data Scientist vs Data Analyst.pptx
Data Engineer vs Data Scientist vs Data Analyst.pptxData Engineer vs Data Scientist vs Data Analyst.pptx
Data Engineer vs Data Scientist vs Data Analyst.pptxCarolineRebeccaD
 
Data Analytics Course In Surat.pdf
Data Analytics Course In Surat.pdfData Analytics Course In Surat.pdf
Data Analytics Course In Surat.pdfSujata Gupta
 
Elementary Data Analysis with MS excel_Day-1
Elementary Data Analysis with MS excel_Day-1Elementary Data Analysis with MS excel_Day-1
Elementary Data Analysis with MS excel_Day-1Redwan Ferdous
 
Data Science Introduction: Concepts, lifecycle, applications.pptx
Data Science Introduction: Concepts, lifecycle, applications.pptxData Science Introduction: Concepts, lifecycle, applications.pptx
Data Science Introduction: Concepts, lifecycle, applications.pptxsumitkumar600840
 
Which institute is best for data science?
Which institute is best for data science?Which institute is best for data science?
Which institute is best for data science?DIGITALSAI1
 
Best Selenium certification course
Best Selenium certification courseBest Selenium certification course
Best Selenium certification courseKumarNaik21
 
Data science training in hyd ppt (1)
Data science training in hyd ppt (1)Data science training in hyd ppt (1)
Data science training in hyd ppt (1)SayyedYusufali
 
Data science training institute in hyderabad
Data science training institute in hyderabadData science training institute in hyderabad
Data science training institute in hyderabadVamsiNihal
 
Data science training in Hyderabad
Data science  training in HyderabadData science  training in Hyderabad
Data science training in Hyderabadsaitejavella
 
Data science training Hyderabad
Data science training HyderabadData science training Hyderabad
Data science training HyderabadNithinsunil1
 
Data science online training in hyderabad
Data science online training in hyderabadData science online training in hyderabad
Data science online training in hyderabadVamsiNihal
 
Data science training in hyd ppt (1)
Data science training in hyd ppt (1)Data science training in hyd ppt (1)
Data science training in hyd ppt (1)SayyedYusufali
 

Semelhante a How to be data savvy manager (20)

L2 DS Tools and Application.pptx
L2 DS Tools and Application.pptxL2 DS Tools and Application.pptx
L2 DS Tools and Application.pptx
 
introduction to data science
introduction to data scienceintroduction to data science
introduction to data science
 
Data science
Data scienceData science
Data science
 
The path to be a data scientist
The path to be a data scientistThe path to be a data scientist
The path to be a data scientist
 
Visualising montioring and evaluation data
Visualising montioring and evaluation dataVisualising montioring and evaluation data
Visualising montioring and evaluation data
 
Data Engineer vs Data Scientist vs Data Analyst.pptx
Data Engineer vs Data Scientist vs Data Analyst.pptxData Engineer vs Data Scientist vs Data Analyst.pptx
Data Engineer vs Data Scientist vs Data Analyst.pptx
 
Data Analytics Course In Surat.pdf
Data Analytics Course In Surat.pdfData Analytics Course In Surat.pdf
Data Analytics Course In Surat.pdf
 
Big Data - IBA.pptx
Big Data - IBA.pptxBig Data - IBA.pptx
Big Data - IBA.pptx
 
Elementary Data Analysis with MS excel_Day-1
Elementary Data Analysis with MS excel_Day-1Elementary Data Analysis with MS excel_Day-1
Elementary Data Analysis with MS excel_Day-1
 
J sai subrahmanyam_Resume
J sai subrahmanyam_ResumeJ sai subrahmanyam_Resume
J sai subrahmanyam_Resume
 
Data Analytics course.pptx
Data Analytics course.pptxData Analytics course.pptx
Data Analytics course.pptx
 
Data Science Introduction: Concepts, lifecycle, applications.pptx
Data Science Introduction: Concepts, lifecycle, applications.pptxData Science Introduction: Concepts, lifecycle, applications.pptx
Data Science Introduction: Concepts, lifecycle, applications.pptx
 
Which institute is best for data science?
Which institute is best for data science?Which institute is best for data science?
Which institute is best for data science?
 
Best Selenium certification course
Best Selenium certification courseBest Selenium certification course
Best Selenium certification course
 
Data science training in hyd ppt (1)
Data science training in hyd ppt (1)Data science training in hyd ppt (1)
Data science training in hyd ppt (1)
 
Data science training institute in hyderabad
Data science training institute in hyderabadData science training institute in hyderabad
Data science training institute in hyderabad
 
Data science training in Hyderabad
Data science  training in HyderabadData science  training in Hyderabad
Data science training in Hyderabad
 
Data science training Hyderabad
Data science training HyderabadData science training Hyderabad
Data science training Hyderabad
 
Data science online training in hyderabad
Data science online training in hyderabadData science online training in hyderabad
Data science online training in hyderabad
 
Data science training in hyd ppt (1)
Data science training in hyd ppt (1)Data science training in hyd ppt (1)
Data science training in hyd ppt (1)
 

Mais de TOSHI STATS Co.,Ltd.

ビジネスマネージャとデータ分析
ビジネスマネージャとデータ分析ビジネスマネージャとデータ分析
ビジネスマネージャとデータ分析TOSHI STATS Co.,Ltd.
 
Introduction to credit risk management
Introduction to credit risk managementIntroduction to credit risk management
Introduction to credit risk managementTOSHI STATS Co.,Ltd.
 
Basic of computational economics with MATLAB program
Basic of computational economics with MATLAB programBasic of computational economics with MATLAB program
Basic of computational economics with MATLAB programTOSHI STATS Co.,Ltd.
 

Mais de TOSHI STATS Co.,Ltd. (6)

Practical data analysis with wine
Practical data analysis with winePractical data analysis with wine
Practical data analysis with wine
 
実践データ分析基礎
実践データ分析基礎実践データ分析基礎
実践データ分析基礎
 
ビジネスマネージャとデータ分析
ビジネスマネージャとデータ分析ビジネスマネージャとデータ分析
ビジネスマネージャとデータ分析
 
Introduction to credit risk management
Introduction to credit risk managementIntroduction to credit risk management
Introduction to credit risk management
 
Introduction to VaR
Introduction to VaRIntroduction to VaR
Introduction to VaR
 
Basic of computational economics with MATLAB program
Basic of computational economics with MATLAB programBasic of computational economics with MATLAB program
Basic of computational economics with MATLAB program
 

Último

办理学位证纽约大学毕业证(NYU毕业证书)原版一比一
办理学位证纽约大学毕业证(NYU毕业证书)原版一比一办理学位证纽约大学毕业证(NYU毕业证书)原版一比一
办理学位证纽约大学毕业证(NYU毕业证书)原版一比一fhwihughh
 
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
 
Multiple time frame trading analysis -brianshannon.pdf
Multiple time frame trading analysis -brianshannon.pdfMultiple time frame trading analysis -brianshannon.pdf
Multiple time frame trading analysis -brianshannon.pdfchwongval
 
High Class Call Girls Noida Sector 39 Aarushi 🔝8264348440🔝 Independent Escort...
High Class Call Girls Noida Sector 39 Aarushi 🔝8264348440🔝 Independent Escort...High Class Call Girls Noida Sector 39 Aarushi 🔝8264348440🔝 Independent Escort...
High Class Call Girls Noida Sector 39 Aarushi 🔝8264348440🔝 Independent Escort...soniya singh
 
RS 9000 Call In girls Dwarka Mor (DELHI)⇛9711147426🔝Delhi
RS 9000 Call In girls Dwarka Mor (DELHI)⇛9711147426🔝DelhiRS 9000 Call In girls Dwarka Mor (DELHI)⇛9711147426🔝Delhi
RS 9000 Call In girls Dwarka Mor (DELHI)⇛9711147426🔝Delhijennyeacort
 
9654467111 Call Girls In Munirka Hotel And Home Service
9654467111 Call Girls In Munirka Hotel And Home Service9654467111 Call Girls In Munirka Hotel And Home Service
9654467111 Call Girls In Munirka Hotel And Home ServiceSapana Sha
 
How we prevented account sharing with MFA
How we prevented account sharing with MFAHow we prevented account sharing with MFA
How we prevented account sharing with MFAAndrei Kaleshka
 
专业一比一美国俄亥俄大学毕业证成绩单pdf电子版制作修改
专业一比一美国俄亥俄大学毕业证成绩单pdf电子版制作修改专业一比一美国俄亥俄大学毕业证成绩单pdf电子版制作修改
专业一比一美国俄亥俄大学毕业证成绩单pdf电子版制作修改yuu sss
 
Kantar AI Summit- Under Embargo till Wednesday, 24th April 2024, 4 PM, IST.pdf
Kantar AI Summit- Under Embargo till Wednesday, 24th April 2024, 4 PM, IST.pdfKantar AI Summit- Under Embargo till Wednesday, 24th April 2024, 4 PM, IST.pdf
Kantar AI Summit- Under Embargo till Wednesday, 24th April 2024, 4 PM, IST.pdfSocial Samosa
 
Beautiful Sapna Vip Call Girls Hauz Khas 9711199012 Call /Whatsapps
Beautiful Sapna Vip  Call Girls Hauz Khas 9711199012 Call /WhatsappsBeautiful Sapna Vip  Call Girls Hauz Khas 9711199012 Call /Whatsapps
Beautiful Sapna Vip Call Girls Hauz Khas 9711199012 Call /Whatsappssapnasaifi408
 
Heart Disease Classification Report: A Data Analysis Project
Heart Disease Classification Report: A Data Analysis ProjectHeart Disease Classification Report: A Data Analysis Project
Heart Disease Classification Report: A Data Analysis ProjectBoston Institute of Analytics
 
Indian Call Girls in Abu Dhabi O5286O24O8 Call Girls in Abu Dhabi By Independ...
Indian Call Girls in Abu Dhabi O5286O24O8 Call Girls in Abu Dhabi By Independ...Indian Call Girls in Abu Dhabi O5286O24O8 Call Girls in Abu Dhabi By Independ...
Indian Call Girls in Abu Dhabi O5286O24O8 Call Girls in Abu Dhabi By Independ...dajasot375
 
原版1:1定制南十字星大学毕业证(SCU毕业证)#文凭成绩单#真实留信学历认证永久存档
原版1:1定制南十字星大学毕业证(SCU毕业证)#文凭成绩单#真实留信学历认证永久存档原版1:1定制南十字星大学毕业证(SCU毕业证)#文凭成绩单#真实留信学历认证永久存档
原版1:1定制南十字星大学毕业证(SCU毕业证)#文凭成绩单#真实留信学历认证永久存档208367051
 
9711147426✨Call In girls Gurgaon Sector 31. SCO 25 escort service
9711147426✨Call In girls Gurgaon Sector 31. SCO 25 escort service9711147426✨Call In girls Gurgaon Sector 31. SCO 25 escort service
9711147426✨Call In girls Gurgaon Sector 31. SCO 25 escort servicejennyeacort
 
办理学位证中佛罗里达大学毕业证,UCF成绩单原版一比一
办理学位证中佛罗里达大学毕业证,UCF成绩单原版一比一办理学位证中佛罗里达大学毕业证,UCF成绩单原版一比一
办理学位证中佛罗里达大学毕业证,UCF成绩单原版一比一F sss
 
Identifying Appropriate Test Statistics Involving Population Mean
Identifying Appropriate Test Statistics Involving Population MeanIdentifying Appropriate Test Statistics Involving Population Mean
Identifying Appropriate Test Statistics Involving Population MeanMYRABACSAFRA2
 
20240419 - Measurecamp Amsterdam - SAM.pdf
20240419 - Measurecamp Amsterdam - SAM.pdf20240419 - Measurecamp Amsterdam - SAM.pdf
20240419 - Measurecamp Amsterdam - SAM.pdfHuman37
 
毕业文凭制作#回国入职#diploma#degree澳洲中央昆士兰大学毕业证成绩单pdf电子版制作修改#毕业文凭制作#回国入职#diploma#degree
毕业文凭制作#回国入职#diploma#degree澳洲中央昆士兰大学毕业证成绩单pdf电子版制作修改#毕业文凭制作#回国入职#diploma#degree毕业文凭制作#回国入职#diploma#degree澳洲中央昆士兰大学毕业证成绩单pdf电子版制作修改#毕业文凭制作#回国入职#diploma#degree
毕业文凭制作#回国入职#diploma#degree澳洲中央昆士兰大学毕业证成绩单pdf电子版制作修改#毕业文凭制作#回国入职#diploma#degreeyuu sss
 
DBA Basics: Getting Started with Performance Tuning.pdf
DBA Basics: Getting Started with Performance Tuning.pdfDBA Basics: Getting Started with Performance Tuning.pdf
DBA Basics: Getting Started with Performance Tuning.pdfJohn Sterrett
 

Último (20)

办理学位证纽约大学毕业证(NYU毕业证书)原版一比一
办理学位证纽约大学毕业证(NYU毕业证书)原版一比一办理学位证纽约大学毕业证(NYU毕业证书)原版一比一
办理学位证纽约大学毕业证(NYU毕业证书)原版一比一
 
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
 
Multiple time frame trading analysis -brianshannon.pdf
Multiple time frame trading analysis -brianshannon.pdfMultiple time frame trading analysis -brianshannon.pdf
Multiple time frame trading analysis -brianshannon.pdf
 
High Class Call Girls Noida Sector 39 Aarushi 🔝8264348440🔝 Independent Escort...
High Class Call Girls Noida Sector 39 Aarushi 🔝8264348440🔝 Independent Escort...High Class Call Girls Noida Sector 39 Aarushi 🔝8264348440🔝 Independent Escort...
High Class Call Girls Noida Sector 39 Aarushi 🔝8264348440🔝 Independent Escort...
 
RS 9000 Call In girls Dwarka Mor (DELHI)⇛9711147426🔝Delhi
RS 9000 Call In girls Dwarka Mor (DELHI)⇛9711147426🔝DelhiRS 9000 Call In girls Dwarka Mor (DELHI)⇛9711147426🔝Delhi
RS 9000 Call In girls Dwarka Mor (DELHI)⇛9711147426🔝Delhi
 
9654467111 Call Girls In Munirka Hotel And Home Service
9654467111 Call Girls In Munirka Hotel And Home Service9654467111 Call Girls In Munirka Hotel And Home Service
9654467111 Call Girls In Munirka Hotel And Home Service
 
How we prevented account sharing with MFA
How we prevented account sharing with MFAHow we prevented account sharing with MFA
How we prevented account sharing with MFA
 
专业一比一美国俄亥俄大学毕业证成绩单pdf电子版制作修改
专业一比一美国俄亥俄大学毕业证成绩单pdf电子版制作修改专业一比一美国俄亥俄大学毕业证成绩单pdf电子版制作修改
专业一比一美国俄亥俄大学毕业证成绩单pdf电子版制作修改
 
Kantar AI Summit- Under Embargo till Wednesday, 24th April 2024, 4 PM, IST.pdf
Kantar AI Summit- Under Embargo till Wednesday, 24th April 2024, 4 PM, IST.pdfKantar AI Summit- Under Embargo till Wednesday, 24th April 2024, 4 PM, IST.pdf
Kantar AI Summit- Under Embargo till Wednesday, 24th April 2024, 4 PM, IST.pdf
 
E-Commerce Order PredictionShraddha Kamble.pptx
E-Commerce Order PredictionShraddha Kamble.pptxE-Commerce Order PredictionShraddha Kamble.pptx
E-Commerce Order PredictionShraddha Kamble.pptx
 
Beautiful Sapna Vip Call Girls Hauz Khas 9711199012 Call /Whatsapps
Beautiful Sapna Vip  Call Girls Hauz Khas 9711199012 Call /WhatsappsBeautiful Sapna Vip  Call Girls Hauz Khas 9711199012 Call /Whatsapps
Beautiful Sapna Vip Call Girls Hauz Khas 9711199012 Call /Whatsapps
 
Heart Disease Classification Report: A Data Analysis Project
Heart Disease Classification Report: A Data Analysis ProjectHeart Disease Classification Report: A Data Analysis Project
Heart Disease Classification Report: A Data Analysis Project
 
Indian Call Girls in Abu Dhabi O5286O24O8 Call Girls in Abu Dhabi By Independ...
Indian Call Girls in Abu Dhabi O5286O24O8 Call Girls in Abu Dhabi By Independ...Indian Call Girls in Abu Dhabi O5286O24O8 Call Girls in Abu Dhabi By Independ...
Indian Call Girls in Abu Dhabi O5286O24O8 Call Girls in Abu Dhabi By Independ...
 
原版1:1定制南十字星大学毕业证(SCU毕业证)#文凭成绩单#真实留信学历认证永久存档
原版1:1定制南十字星大学毕业证(SCU毕业证)#文凭成绩单#真实留信学历认证永久存档原版1:1定制南十字星大学毕业证(SCU毕业证)#文凭成绩单#真实留信学历认证永久存档
原版1:1定制南十字星大学毕业证(SCU毕业证)#文凭成绩单#真实留信学历认证永久存档
 
9711147426✨Call In girls Gurgaon Sector 31. SCO 25 escort service
9711147426✨Call In girls Gurgaon Sector 31. SCO 25 escort service9711147426✨Call In girls Gurgaon Sector 31. SCO 25 escort service
9711147426✨Call In girls Gurgaon Sector 31. SCO 25 escort service
 
办理学位证中佛罗里达大学毕业证,UCF成绩单原版一比一
办理学位证中佛罗里达大学毕业证,UCF成绩单原版一比一办理学位证中佛罗里达大学毕业证,UCF成绩单原版一比一
办理学位证中佛罗里达大学毕业证,UCF成绩单原版一比一
 
Identifying Appropriate Test Statistics Involving Population Mean
Identifying Appropriate Test Statistics Involving Population MeanIdentifying Appropriate Test Statistics Involving Population Mean
Identifying Appropriate Test Statistics Involving Population Mean
 
20240419 - Measurecamp Amsterdam - SAM.pdf
20240419 - Measurecamp Amsterdam - SAM.pdf20240419 - Measurecamp Amsterdam - SAM.pdf
20240419 - Measurecamp Amsterdam - SAM.pdf
 
毕业文凭制作#回国入职#diploma#degree澳洲中央昆士兰大学毕业证成绩单pdf电子版制作修改#毕业文凭制作#回国入职#diploma#degree
毕业文凭制作#回国入职#diploma#degree澳洲中央昆士兰大学毕业证成绩单pdf电子版制作修改#毕业文凭制作#回国入职#diploma#degree毕业文凭制作#回国入职#diploma#degree澳洲中央昆士兰大学毕业证成绩单pdf电子版制作修改#毕业文凭制作#回国入职#diploma#degree
毕业文凭制作#回国入职#diploma#degree澳洲中央昆士兰大学毕业证成绩单pdf电子版制作修改#毕业文凭制作#回国入职#diploma#degree
 
DBA Basics: Getting Started with Performance Tuning.pdf
DBA Basics: Getting Started with Performance Tuning.pdfDBA Basics: Getting Started with Performance Tuning.pdf
DBA Basics: Getting Started with Performance Tuning.pdf
 

How to be data savvy manager

  • 1. How to be Data savvy Managers 1 Toshifumi Kuga CEO of TOSHI STATS SDN. BHD 3 June 2014
  • 2. The status quo • Data, Data and Data • The internet on things : A lot of devices and parts will be connected to internet • The number of smartphone and tablet is increasing rapidly • Wearable devices will be available with reasonable price soon • Model, Model and Model • Machine Learning, Statistical models are available as a service with reasonable costs through internet 2
  • 3. The digital universe is increasing exponentially 3 4.4 zetta bytes 44 zetta bytes 2013 2020 Source : EMC Digital Universe with Research & Analysis by IDC, April 2014
  • 4. How can we consume data ? • Although a lot of data is available for data analysis, It is not obvious that how we can analyze it in order to make better business decisions • At the result of that, most of data may not be analyzed for decision making 4
  • 5. Data savvy managers are needed • Someone in the company should take an initiative to lead the project for big data analytics all over the company • Someone should take actions to obtain better business decisions based on the results of data analysis 5
  • 6. Data scientist vs Data savvy manager 6 Data savvy manager Data scientist Data knowledge on data in the business data cleaning make it structured Statistical Models ensure models are relevant to make business decisions develop models validate models Output from analysis ensure the results are relevant to make business decisions ensure calculation is accurate
  • 7. How to be data savvy managers • No need to pay a lot of money to be the managers • A lot of useful information are available through internet for free • Statistical tools and data visualization tools (such as R) are also available free or with reasonable costs • A lot of universities provide their courses about data analysis through internet for free (called "MOOCs") 7
  • 8. R language and RStudio 8 It is free !
  • 9. Key three things to be data savvy mangers • Data • Model • Output from analysis 9
  • 10. First : Data • Starting point of data analysis • Business managers should know what kind of data are available for their businesses • Make the list of available data • Discuss data which are available with data scientists 10
  • 11. Second : model • Data savvy managers should know what kind of models exist for data analysis • Statistical model (regression, time series analysis, optimization, etc.) • Machine learning (neural network, decision tree, etc.) • Genetic Programming 11
  • 12. No need to develop models by yourself Just discuss it with data scientists ML<-function(a){ ! x=matrix(c(1,1,1,1,2,3),3,2) y=matrix(c(5, 7, 9),3,1) t=matrix(1,2,1) m=length(y) h=x%*%t j=1/(2*m)*(t(h-y)%*%(h-y)) ! 12 for (i in seq(1,1000)){ h=x%*%t tnew=t-a/m*t(x)%*%(h-y) hnew=x%*%tnew jnew=1/(2*m)*(t(hnew-y)%*%(hnew-y)) if (abs(jnew-j)<=10^(-8)) break t=tnew j=jnew end }} An example of Liner regression model by R
  • 13. Third : Output • Outputs from data analysis are critically important • Outputs are numerical numbers (price, population, revenue, etc.) • Outputs are probability of events (explain later) 13
  • 14. To make better business decisions • Marketing strategy (target, product, price, etc.) • Resource and cost allocations • Risk management (credit, market, liquidity, etc.) 14
  • 15. Predictive analytics • Logistic regression model is used to calculate probability of events • Output means probability of events (buy products, come to shops, cure diseases, be in default, etc) • Logistic regression model generates numbers between 0 and 1 as the result of calculations • These outputs are considered as probability of occurring events 15
  • 16. Let us start today ! • Data is increasing every day • New services of data analysis and visualizations will be available going forward • Download "R language" and try it ! 16
  • 17. Website of R and RStudio! • R is a language and environment for statistical computing. R Foundation for Statistical Computing, Vienna, Austria. ISBN 3-90005107-0 URL http://www.R-project.org • I prepare short movie about how to use R. http://www.toshistats.net/introduction-to-r-language/ • RStudio is one of the best IDE for R. http://www.rstudio.com/products/rstudio/download/ 17
  • 18. Thanks for your attentions! • TOSHI STATS SDN. BHD, Digital-learning center for statistical computing in Asia • CEO : Toshifumi Kuga, Certified financial services auditor • Company web site : www.toshistats.net • Company blog : http://toshistats.wordpress.com/aboutme/ • Company FB page : www.facebook.com/toshistatsco • Please do not hesitate to send your opinion and massages about our courses to us ! 18
  • 19. Disclaimer • TOSHI STATS SDN. BHD. and I do not accept any responsibility or liability for loss or damage occasioned to any person or property through using materials, instructions, methods, algorithm or ideas contained herein, or acting or refraining from acting as a result of such use. TOSHI STATS SDN. BHD. and I expressly disclaim all implied warranties, including merchantability or fitness for any particular purpose. There will be no duty on TOSHI STATS SDN. BHD. and me to correct any errors or defects in the codes and the software. © 2014 TOSHI STATS SDN. BHD. All rights reserved 19