SlideShare uma empresa Scribd logo
1 de 39
Overview of Methods
Quantitative Techniques ,[object Object],[object Object],[object Object],[object Object],[object Object]
Moving Average ,[object Object],[object Object]
“I always avoid prophesying beforehand because it much better to prophesy after the event has already taken place.” ,[object Object]
Moving Average – When To Use ,[object Object],[object Object],[object Object]
Moving Average - Advantages ,[object Object],[object Object]
Moving Average - Disadvantages ,[object Object],[object Object],[object Object]
Moving Average Example
Trend Regression ,[object Object],[object Object]
“The best qualification of a prophet is to have a good memory.” ,[object Object]
Trend Regression – When To Use ,[object Object],[object Object],[object Object],[object Object]
Trend Regression - Advantages ,[object Object],[object Object]
Trend Regression – Disadvantages ,[object Object],[object Object],[object Object]
Trend Regression Example
Exponential Smoothing ,[object Object],[object Object],[object Object]
“A good forecaster is not smarter than everyone else, he merely has his ignorance better organized.” ,[object Object]
Simple Exponential Smoothing ,[object Object],[object Object]
Simple Exponential Smoothing – When To Use ,[object Object]
Double (Brown) or Holt Exponential Smoothing ,[object Object],[object Object]
Double (Brown) or Holt Exponential Smoothing – When to Use ,[object Object]
Winter’s Exponential Smoothing ,[object Object]
Winter’s Exponential Smoothing – When to Use ,[object Object]
Exponential Smoothing Advantages ,[object Object],[object Object],[object Object],[object Object]
Exponential Smoothing - Disadvantages ,[object Object],[object Object],[object Object],[object Object]
Exponential Smoothing Example
ARIMA (Box-Jenkins) Models ,[object Object],[object Object],[object Object],[object Object]
“An unsophisticated forecaster uses statistics as a drunken man uses lamp-posts – for support rather than illumination” ,[object Object]
ARIMA (Box-Jenkins) Models – When to Use ,[object Object]
ARIMA ( Box-Jenkins) Models - Advantages ,[object Object],[object Object],[object Object]
ARIMA (Box-Jenkins) Models - Disadvantages ,[object Object],[object Object],[object Object]
ARIMA (Box-Jenkins) Models Example
Econometric Models ,[object Object],[object Object],[object Object]
“An economist is an expert who will know tomorrow why the things he predicted yesterday didn’t happen today.” ,[object Object]
Econometric Models – When to Use ,[object Object],[object Object],[object Object]
Econometric Models - Advantages ,[object Object],[object Object],[object Object],[object Object],[object Object]
Econometric Models - Disadvantages ,[object Object],[object Object],[object Object],[object Object]
Econometric Models Example
Res. DA Model ,[object Object]
Summary ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]

Mais conteúdo relacionado

Mais procurados

Class notes forecasting
Class notes forecastingClass notes forecasting
Class notes forecasting
Arun Kumar
 
5 6 Scatter Plots & Best Fit Lines
5 6 Scatter Plots & Best Fit Lines5 6 Scatter Plots & Best Fit Lines
5 6 Scatter Plots & Best Fit Lines
Bitsy Griffin
 
How to choose the right graph pie charts
How to choose the right graph   pie chartsHow to choose the right graph   pie charts
How to choose the right graph pie charts
Milena Marin
 

Mais procurados (16)

Forecasting
ForecastingForecasting
Forecasting
 
Scatter plot diagram
Scatter plot diagramScatter plot diagram
Scatter plot diagram
 
Scatter diagram in tqm
Scatter diagram in tqmScatter diagram in tqm
Scatter diagram in tqm
 
Forecasting
ForecastingForecasting
Forecasting
 
scatter diagram
 scatter diagram scatter diagram
scatter diagram
 
Using Data for Real
Using Data for RealUsing Data for Real
Using Data for Real
 
Class notes forecasting
Class notes forecastingClass notes forecasting
Class notes forecasting
 
How to become a data scientist
How to become a data scientistHow to become a data scientist
How to become a data scientist
 
5 6 Scatter Plots & Best Fit Lines
5 6 Scatter Plots & Best Fit Lines5 6 Scatter Plots & Best Fit Lines
5 6 Scatter Plots & Best Fit Lines
 
Role of statistics in real life , business & good governance
Role of statistics in real life , business & good governanceRole of statistics in real life , business & good governance
Role of statistics in real life , business & good governance
 
Forecasting Techniques - Data Science SG
Forecasting Techniques - Data Science SG Forecasting Techniques - Data Science SG
Forecasting Techniques - Data Science SG
 
How to choose the right graph pie charts
How to choose the right graph   pie chartsHow to choose the right graph   pie charts
How to choose the right graph pie charts
 
Regression analysis
Regression analysisRegression analysis
Regression analysis
 
Texas S Ta R Chart
Texas S Ta R ChartTexas S Ta R Chart
Texas S Ta R Chart
 
Calculus in real life
Calculus in real lifeCalculus in real life
Calculus in real life
 
Uses of graph
Uses of graphUses of graph
Uses of graph
 

Destaque

Visual resume
Visual resumeVisual resume
Visual resume
adhump2
 
Presentations & summative creath
Presentations & summative   creathPresentations & summative   creath
Presentations & summative creath
Leslie Creath
 
Korowajowa etnodokumentacja
Korowajowa etnodokumentacjaKorowajowa etnodokumentacja
Korowajowa etnodokumentacja
Olga Kielak
 
Europe summative review1
Europe summative review1Europe summative review1
Europe summative review1
Leslie Creath
 
Jeopardy europe review (1)
Jeopardy europe review (1)Jeopardy europe review (1)
Jeopardy europe review (1)
Leslie Creath
 
November 5 maya day 1
November 5   maya day 1November 5   maya day 1
November 5 maya day 1
Leslie Creath
 
November 6 maya day 2
November 6   maya day 2November 6   maya day 2
November 6 maya day 2
Leslie Creath
 
Business forecasting decomposition & exponential smoothing - bhawani nandan...
Business forecasting   decomposition & exponential smoothing - bhawani nandan...Business forecasting   decomposition & exponential smoothing - bhawani nandan...
Business forecasting decomposition & exponential smoothing - bhawani nandan...
Bhawani N Prasad
 
9 Quantitative Analysis Techniques
9   Quantitative Analysis Techniques9   Quantitative Analysis Techniques
9 Quantitative Analysis Techniques
Gajanan Bochare
 
L9 Planning Tools And Techniques
L9 Planning Tools And TechniquesL9 Planning Tools And Techniques
L9 Planning Tools And Techniques
Gajanan Bochare
 
Indian geography history and culture updated
Indian geography history and culture updatedIndian geography history and culture updated
Indian geography history and culture updated
Leslie Creath
 

Destaque (20)

Lecture11
Lecture11Lecture11
Lecture11
 
Visual resume
Visual resumeVisual resume
Visual resume
 
Presentations & summative creath
Presentations & summative   creathPresentations & summative   creath
Presentations & summative creath
 
LeadDesk basic background info and system description
LeadDesk basic background info and system descriptionLeadDesk basic background info and system description
LeadDesk basic background info and system description
 
Korowajowa etnodokumentacja
Korowajowa etnodokumentacjaKorowajowa etnodokumentacja
Korowajowa etnodokumentacja
 
Europe summative review1
Europe summative review1Europe summative review1
Europe summative review1
 
tvorchestvo Marlinskij творчество Марлинский
tvorchestvo Marlinskij творчество Марлинскийtvorchestvo Marlinskij творчество Марлинский
tvorchestvo Marlinskij творчество Марлинский
 
LeadDesk database description
LeadDesk database descriptionLeadDesk database description
LeadDesk database description
 
Introducing PowerShell 3.0
Introducing PowerShell 3.0Introducing PowerShell 3.0
Introducing PowerShell 3.0
 
Jeopardy europe review (1)
Jeopardy europe review (1)Jeopardy europe review (1)
Jeopardy europe review (1)
 
LeadDesk Software Platform & Ecosystem
LeadDesk Software Platform & EcosystemLeadDesk Software Platform & Ecosystem
LeadDesk Software Platform & Ecosystem
 
November 5 maya day 1
November 5   maya day 1November 5   maya day 1
November 5 maya day 1
 
November 6 maya day 2
November 6   maya day 2November 6   maya day 2
November 6 maya day 2
 
Call Center Software for Telesales & Customer Service
Call Center Software for Telesales & Customer ServiceCall Center Software for Telesales & Customer Service
Call Center Software for Telesales & Customer Service
 
B-N-K
B-N-KB-N-K
B-N-K
 
Business forecasting decomposition & exponential smoothing - bhawani nandan...
Business forecasting   decomposition & exponential smoothing - bhawani nandan...Business forecasting   decomposition & exponential smoothing - bhawani nandan...
Business forecasting decomposition & exponential smoothing - bhawani nandan...
 
9 Quantitative Analysis Techniques
9   Quantitative Analysis Techniques9   Quantitative Analysis Techniques
9 Quantitative Analysis Techniques
 
L9 Planning Tools And Techniques
L9 Planning Tools And TechniquesL9 Planning Tools And Techniques
L9 Planning Tools And Techniques
 
Indian geography history and culture updated
Indian geography history and culture updatedIndian geography history and culture updated
Indian geography history and culture updated
 
Preparing for Office 365
Preparing for Office 365Preparing for Office 365
Preparing for Office 365
 

Semelhante a Forecasting6

Large Scale Automatic Forecasting for Millions of Forecasts
Large Scale Automatic Forecasting for Millions of ForecastsLarge Scale Automatic Forecasting for Millions of Forecasts
Large Scale Automatic Forecasting for Millions of Forecasts
Ajay Ohri
 
Data Analysis Toolkit_Final v1.0
Data Analysis Toolkit_Final v1.0Data Analysis Toolkit_Final v1.0
Data Analysis Toolkit_Final v1.0
lee_anderson40
 
Did Something Change? - Using Statistical Techniques to Interpret Service and...
Did Something Change? - Using Statistical Techniques to Interpret Service and...Did Something Change? - Using Statistical Techniques to Interpret Service and...
Did Something Change? - Using Statistical Techniques to Interpret Service and...
Joao Galdino Mello de Souza
 

Semelhante a Forecasting6 (20)

Large Scale Automatic Forecasting for Millions of Forecasts
Large Scale Automatic Forecasting for Millions of ForecastsLarge Scale Automatic Forecasting for Millions of Forecasts
Large Scale Automatic Forecasting for Millions of Forecasts
 
Focus forecasting bmb
Focus forecasting bmbFocus forecasting bmb
Focus forecasting bmb
 
Demand forecasting
Demand forecastingDemand forecasting
Demand forecasting
 
Ai big dataconference_taras firman how to build advanced prediction with addi...
Ai big dataconference_taras firman how to build advanced prediction with addi...Ai big dataconference_taras firman how to build advanced prediction with addi...
Ai big dataconference_taras firman how to build advanced prediction with addi...
 
1.3-CHAPTER 13 FORECASTING_BA_UDineshK.pptx
1.3-CHAPTER 13 FORECASTING_BA_UDineshK.pptx1.3-CHAPTER 13 FORECASTING_BA_UDineshK.pptx
1.3-CHAPTER 13 FORECASTING_BA_UDineshK.pptx
 
Time Series FORECASTING
Time Series FORECASTINGTime Series FORECASTING
Time Series FORECASTING
 
Data Analysis Toolkit_Final v1.0
Data Analysis Toolkit_Final v1.0Data Analysis Toolkit_Final v1.0
Data Analysis Toolkit_Final v1.0
 
Forecasting Models & Their Applications
Forecasting Models & Their ApplicationsForecasting Models & Their Applications
Forecasting Models & Their Applications
 
3.3 Forecasting Part 2(1) (1).pptx
3.3 Forecasting Part 2(1) (1).pptx3.3 Forecasting Part 2(1) (1).pptx
3.3 Forecasting Part 2(1) (1).pptx
 
Demand forecasting
Demand forecastingDemand forecasting
Demand forecasting
 
Intro_to_business_analytics_1707852756.pdf
Intro_to_business_analytics_1707852756.pdfIntro_to_business_analytics_1707852756.pdf
Intro_to_business_analytics_1707852756.pdf
 
Evans_Analytics2e_ppt_01.pdf
Evans_Analytics2e_ppt_01.pdfEvans_Analytics2e_ppt_01.pdf
Evans_Analytics2e_ppt_01.pdf
 
Chapter 1 Introduction to Business Analytics.pdf
Chapter 1 Introduction to Business Analytics.pdfChapter 1 Introduction to Business Analytics.pdf
Chapter 1 Introduction to Business Analytics.pdf
 
Methods of Forecasting for Capacity Management
Methods of Forecasting for Capacity ManagementMethods of Forecasting for Capacity Management
Methods of Forecasting for Capacity Management
 
Data What Type Of Data Do You Have V2.1
Data   What Type Of Data Do You Have V2.1Data   What Type Of Data Do You Have V2.1
Data What Type Of Data Do You Have V2.1
 
Forecasting ppt @ bec doms
Forecasting ppt @ bec domsForecasting ppt @ bec doms
Forecasting ppt @ bec doms
 
2a. forecasting
2a. forecasting2a. forecasting
2a. forecasting
 
Pricing like a data scientist
Pricing like a data scientistPricing like a data scientist
Pricing like a data scientist
 
Did Something Change? - Using Statistical Techniques to Interpret Service and...
Did Something Change? - Using Statistical Techniques to Interpret Service and...Did Something Change? - Using Statistical Techniques to Interpret Service and...
Did Something Change? - Using Statistical Techniques to Interpret Service and...
 
Business Analytics.pptx
Business Analytics.pptxBusiness Analytics.pptx
Business Analytics.pptx
 

Último

Último (20)

What's New in Teams Calling, Meetings and Devices April 2024
What's New in Teams Calling, Meetings and Devices April 2024What's New in Teams Calling, Meetings and Devices April 2024
What's New in Teams Calling, Meetings and Devices April 2024
 
Linux Foundation Edge _ Overview of FDO Software Components _ Randy at Intel.pdf
Linux Foundation Edge _ Overview of FDO Software Components _ Randy at Intel.pdfLinux Foundation Edge _ Overview of FDO Software Components _ Randy at Intel.pdf
Linux Foundation Edge _ Overview of FDO Software Components _ Randy at Intel.pdf
 
ECS 2024 Teams Premium - Pretty Secure
ECS 2024   Teams Premium - Pretty SecureECS 2024   Teams Premium - Pretty Secure
ECS 2024 Teams Premium - Pretty Secure
 
Simplified FDO Manufacturing Flow with TPMs _ Liam at Infineon.pdf
Simplified FDO Manufacturing Flow with TPMs _ Liam at Infineon.pdfSimplified FDO Manufacturing Flow with TPMs _ Liam at Infineon.pdf
Simplified FDO Manufacturing Flow with TPMs _ Liam at Infineon.pdf
 
Introduction to FDO and How It works Applications _ Richard at FIDO Alliance.pdf
Introduction to FDO and How It works Applications _ Richard at FIDO Alliance.pdfIntroduction to FDO and How It works Applications _ Richard at FIDO Alliance.pdf
Introduction to FDO and How It works Applications _ Richard at FIDO Alliance.pdf
 
Strategic AI Integration in Engineering Teams
Strategic AI Integration in Engineering TeamsStrategic AI Integration in Engineering Teams
Strategic AI Integration in Engineering Teams
 
Google I/O Extended 2024 Warsaw
Google I/O Extended 2024 WarsawGoogle I/O Extended 2024 Warsaw
Google I/O Extended 2024 Warsaw
 
Enterprise Knowledge Graphs - Data Summit 2024
Enterprise Knowledge Graphs - Data Summit 2024Enterprise Knowledge Graphs - Data Summit 2024
Enterprise Knowledge Graphs - Data Summit 2024
 
Powerful Start- the Key to Project Success, Barbara Laskowska
Powerful Start- the Key to Project Success, Barbara LaskowskaPowerful Start- the Key to Project Success, Barbara Laskowska
Powerful Start- the Key to Project Success, Barbara Laskowska
 
Designing for Hardware Accessibility at Comcast
Designing for Hardware Accessibility at ComcastDesigning for Hardware Accessibility at Comcast
Designing for Hardware Accessibility at Comcast
 
The Metaverse: Are We There Yet?
The  Metaverse:    Are   We  There  Yet?The  Metaverse:    Are   We  There  Yet?
The Metaverse: Are We There Yet?
 
THE BEST IPTV in GERMANY for 2024: IPTVreel
THE BEST IPTV in  GERMANY for 2024: IPTVreelTHE BEST IPTV in  GERMANY for 2024: IPTVreel
THE BEST IPTV in GERMANY for 2024: IPTVreel
 
WSO2CONMay2024OpenSourceConferenceDebrief.pptx
WSO2CONMay2024OpenSourceConferenceDebrief.pptxWSO2CONMay2024OpenSourceConferenceDebrief.pptx
WSO2CONMay2024OpenSourceConferenceDebrief.pptx
 
The Value of Certifying Products for FDO _ Paul at FIDO Alliance.pdf
The Value of Certifying Products for FDO _ Paul at FIDO Alliance.pdfThe Value of Certifying Products for FDO _ Paul at FIDO Alliance.pdf
The Value of Certifying Products for FDO _ Paul at FIDO Alliance.pdf
 
IoT Analytics Company Presentation May 2024
IoT Analytics Company Presentation May 2024IoT Analytics Company Presentation May 2024
IoT Analytics Company Presentation May 2024
 
Where to Learn More About FDO _ Richard at FIDO Alliance.pdf
Where to Learn More About FDO _ Richard at FIDO Alliance.pdfWhere to Learn More About FDO _ Richard at FIDO Alliance.pdf
Where to Learn More About FDO _ Richard at FIDO Alliance.pdf
 
Free and Effective: Making Flows Publicly Accessible, Yumi Ibrahimzade
Free and Effective: Making Flows Publicly Accessible, Yumi IbrahimzadeFree and Effective: Making Flows Publicly Accessible, Yumi Ibrahimzade
Free and Effective: Making Flows Publicly Accessible, Yumi Ibrahimzade
 
TEST BANK For, Information Technology Project Management 9th Edition Kathy Sc...
TEST BANK For, Information Technology Project Management 9th Edition Kathy Sc...TEST BANK For, Information Technology Project Management 9th Edition Kathy Sc...
TEST BANK For, Information Technology Project Management 9th Edition Kathy Sc...
 
PLAI - Acceleration Program for Generative A.I. Startups
PLAI - Acceleration Program for Generative A.I. StartupsPLAI - Acceleration Program for Generative A.I. Startups
PLAI - Acceleration Program for Generative A.I. Startups
 
Intro in Product Management - Коротко про професію продакт менеджера
Intro in Product Management - Коротко про професію продакт менеджераIntro in Product Management - Коротко про професію продакт менеджера
Intro in Product Management - Коротко про професію продакт менеджера
 

Forecasting6