Author: Mike Grigsby
Publisher: Kogan Page Publishers
ISBN: 0749482176
Category : Business & Economics
Languages : en
Pages : 241
Book Description
Who is most likely to buy and what is the best way to target them? How can businesses improve strategy without identifying the key influencing factors? The second edition of Marketing Analytics enables marketers and business analysts to leverage predictive techniques to measure and improve marketing performance. By exploring real-world marketing challenges, it provides clear, jargon-free explanations on how to apply different analytical models for each purpose. From targeted list creation and data segmentation, to testing campaign effectiveness, pricing structures and forecasting demand, this book offers a welcome handbook on how statistics, consumer analytics and modelling can be put to optimal use. The fully revised second edition of Marketing Analytics includes three new chapters on big data analytics, insights and panel regression, including how to collect, separate and analyze big data. All of the advanced tools and techniques for predictive analytics have been updated, translating models such as tobit analysis for customer lifetime value into everyday use. Whether an experienced practitioner or having no prior knowledge, methodologies are simplified to ensure the more complex aspects of data and analytics are fully accessible for any level of application. Complete with downloadable data sets and test bank resources, this book supplies a concrete foundation to optimize marketing analytics for day-to-day business advantage.
Marketing Analytics
Author: Mike Grigsby
Publisher: Kogan Page Publishers
ISBN: 0749482176
Category : Business & Economics
Languages : en
Pages : 241
Book Description
Who is most likely to buy and what is the best way to target them? How can businesses improve strategy without identifying the key influencing factors? The second edition of Marketing Analytics enables marketers and business analysts to leverage predictive techniques to measure and improve marketing performance. By exploring real-world marketing challenges, it provides clear, jargon-free explanations on how to apply different analytical models for each purpose. From targeted list creation and data segmentation, to testing campaign effectiveness, pricing structures and forecasting demand, this book offers a welcome handbook on how statistics, consumer analytics and modelling can be put to optimal use. The fully revised second edition of Marketing Analytics includes three new chapters on big data analytics, insights and panel regression, including how to collect, separate and analyze big data. All of the advanced tools and techniques for predictive analytics have been updated, translating models such as tobit analysis for customer lifetime value into everyday use. Whether an experienced practitioner or having no prior knowledge, methodologies are simplified to ensure the more complex aspects of data and analytics are fully accessible for any level of application. Complete with downloadable data sets and test bank resources, this book supplies a concrete foundation to optimize marketing analytics for day-to-day business advantage.
Publisher: Kogan Page Publishers
ISBN: 0749482176
Category : Business & Economics
Languages : en
Pages : 241
Book Description
Who is most likely to buy and what is the best way to target them? How can businesses improve strategy without identifying the key influencing factors? The second edition of Marketing Analytics enables marketers and business analysts to leverage predictive techniques to measure and improve marketing performance. By exploring real-world marketing challenges, it provides clear, jargon-free explanations on how to apply different analytical models for each purpose. From targeted list creation and data segmentation, to testing campaign effectiveness, pricing structures and forecasting demand, this book offers a welcome handbook on how statistics, consumer analytics and modelling can be put to optimal use. The fully revised second edition of Marketing Analytics includes three new chapters on big data analytics, insights and panel regression, including how to collect, separate and analyze big data. All of the advanced tools and techniques for predictive analytics have been updated, translating models such as tobit analysis for customer lifetime value into everyday use. Whether an experienced practitioner or having no prior knowledge, methodologies are simplified to ensure the more complex aspects of data and analytics are fully accessible for any level of application. Complete with downloadable data sets and test bank resources, this book supplies a concrete foundation to optimize marketing analytics for day-to-day business advantage.
The Analytics Lifecycle Toolkit
Author: Gregory S. Nelson
Publisher: John Wiley & Sons
ISBN: 1119425093
Category : Business & Economics
Languages : en
Pages : 468
Book Description
An evidence-based organizational framework for exceptional analytics team results The Analytics Lifecycle Toolkit provides managers with a practical manual for integrating data management and analytic technologies into their organization. Author Gregory Nelson has encountered hundreds of unique perspectives on analytics optimization from across industries; over the years, successful strategies have proven to share certain practices, skillsets, expertise, and structural traits. In this book, he details the concepts, people and processes that contribute to exemplary results, and shares an organizational framework for analytics team functions and roles. By merging analytic culture with data and technology strategies, this framework creates understanding for analytics leaders and a toolbox for practitioners. Focused on team effectiveness and the design thinking surrounding product creation, the framework is illustrated by real-world case studies to show how effective analytics team leadership works on the ground. Tools and templates include best practices for process improvement, workforce enablement, and leadership support, while guidance includes both conceptual discussion of the analytics life cycle and detailed process descriptions. Readers will be equipped to: Master fundamental concepts and practices of the analytics life cycle Understand the knowledge domains and best practices for each stage Delve into the details of analytical team processes and process optimization Utilize a robust toolkit designed to support analytic team effectiveness The analytics life cycle includes a diverse set of considerations involving the people, processes, culture, data, and technology, and managers needing stellar analytics performance must understand their unique role in the process of winnowing the big picture down to meaningful action. The Analytics Lifecycle Toolkit provides expert perspective and much-needed insight to managers, while providing practitioners with a new set of tools for optimizing results.
Publisher: John Wiley & Sons
ISBN: 1119425093
Category : Business & Economics
Languages : en
Pages : 468
Book Description
An evidence-based organizational framework for exceptional analytics team results The Analytics Lifecycle Toolkit provides managers with a practical manual for integrating data management and analytic technologies into their organization. Author Gregory Nelson has encountered hundreds of unique perspectives on analytics optimization from across industries; over the years, successful strategies have proven to share certain practices, skillsets, expertise, and structural traits. In this book, he details the concepts, people and processes that contribute to exemplary results, and shares an organizational framework for analytics team functions and roles. By merging analytic culture with data and technology strategies, this framework creates understanding for analytics leaders and a toolbox for practitioners. Focused on team effectiveness and the design thinking surrounding product creation, the framework is illustrated by real-world case studies to show how effective analytics team leadership works on the ground. Tools and templates include best practices for process improvement, workforce enablement, and leadership support, while guidance includes both conceptual discussion of the analytics life cycle and detailed process descriptions. Readers will be equipped to: Master fundamental concepts and practices of the analytics life cycle Understand the knowledge domains and best practices for each stage Delve into the details of analytical team processes and process optimization Utilize a robust toolkit designed to support analytic team effectiveness The analytics life cycle includes a diverse set of considerations involving the people, processes, culture, data, and technology, and managers needing stellar analytics performance must understand their unique role in the process of winnowing the big picture down to meaningful action. The Analytics Lifecycle Toolkit provides expert perspective and much-needed insight to managers, while providing practitioners with a new set of tools for optimizing results.
Lean Analytics
Author: Alistair Croll
Publisher: "O'Reilly Media, Inc."
ISBN: 1098168151
Category : Business & Economics
Languages : en
Pages : 403
Book Description
Whether you're a startup founder trying to disrupt an industry or an entrepreneur trying to provoke change from within, your biggest challenge is creating a product people actually want. Lean Analytics steers you in the right direction. This book shows you how to validate your initial idea, find the right customers, decide what to build, how to monetize your business, and how to spread the word. Packed with more than thirty case studies and insights from over a hundred business experts, Lean Analytics provides you with hard-won, real-world information no entrepreneur can afford to go without. Understand Lean Startup, analytics fundamentals, and the data-driven mindset Look at six sample business models and how they map to new ventures of all sizes Find the One Metric That Matters to you Learn how to draw a line in the sand, so you'll know it's time to move forward Apply Lean Analytics principles to large enterprises and established products
Publisher: "O'Reilly Media, Inc."
ISBN: 1098168151
Category : Business & Economics
Languages : en
Pages : 403
Book Description
Whether you're a startup founder trying to disrupt an industry or an entrepreneur trying to provoke change from within, your biggest challenge is creating a product people actually want. Lean Analytics steers you in the right direction. This book shows you how to validate your initial idea, find the right customers, decide what to build, how to monetize your business, and how to spread the word. Packed with more than thirty case studies and insights from over a hundred business experts, Lean Analytics provides you with hard-won, real-world information no entrepreneur can afford to go without. Understand Lean Startup, analytics fundamentals, and the data-driven mindset Look at six sample business models and how they map to new ventures of all sizes Find the One Metric That Matters to you Learn how to draw a line in the sand, so you'll know it's time to move forward Apply Lean Analytics principles to large enterprises and established products
The Definitive Guide to DAX
Author: Alberto Ferrari
Publisher: Microsoft Press
ISBN: 0735698376
Category : Computers
Languages : en
Pages : 1515
Book Description
This comprehensive and authoritative guide will teach you the DAX language for business intelligence, data modeling, and analytics. Leading Microsoft BI consultants Marco Russo and Alberto Ferrari help you master everything from table functions through advanced code and model optimization. You’ll learn exactly what happens under the hood when you run a DAX expression, how DAX behaves differently from other languages, and how to use this knowledge to write fast, robust code. If you want to leverage all of DAX’s remarkable power and flexibility, this no-compromise “deep dive” is exactly what you need. Perform powerful data analysis with DAX for Microsoft SQL Server Analysis Services, Excel, and Power BI Master core DAX concepts, including calculated columns, measures, and error handling Understand evaluation contexts and the CALCULATE and CALCULATETABLE functions Perform time-based calculations: YTD, MTD, previous year, working days, and more Work with expanded tables, complex functions, and elaborate DAX expressions Perform calculations over hierarchies, including parent/child hierarchies Use DAX to express diverse and unusual relationships Measure DAX query performance with SQL Server Profiler and DAX Studio
Publisher: Microsoft Press
ISBN: 0735698376
Category : Computers
Languages : en
Pages : 1515
Book Description
This comprehensive and authoritative guide will teach you the DAX language for business intelligence, data modeling, and analytics. Leading Microsoft BI consultants Marco Russo and Alberto Ferrari help you master everything from table functions through advanced code and model optimization. You’ll learn exactly what happens under the hood when you run a DAX expression, how DAX behaves differently from other languages, and how to use this knowledge to write fast, robust code. If you want to leverage all of DAX’s remarkable power and flexibility, this no-compromise “deep dive” is exactly what you need. Perform powerful data analysis with DAX for Microsoft SQL Server Analysis Services, Excel, and Power BI Master core DAX concepts, including calculated columns, measures, and error handling Understand evaluation contexts and the CALCULATE and CALCULATETABLE functions Perform time-based calculations: YTD, MTD, previous year, working days, and more Work with expanded tables, complex functions, and elaborate DAX expressions Perform calculations over hierarchies, including parent/child hierarchies Use DAX to express diverse and unusual relationships Measure DAX query performance with SQL Server Profiler and DAX Studio
Content Rules
Author: Ann Handley
Publisher: John Wiley & Sons
ISBN: 0470948728
Category : Business & Economics
Languages : en
Pages : 238
Book Description
The guide to creating engaging web content and building a loyal following, revised and updated Blogs, YouTube, Facebook, Twitter, Google+, and other platforms are giving everyone a "voice," including organizations and their customers. So how do you create the stories, videos, and blog posts that cultivate fans, arouse passion for your products or services, and ignite your business? Content Rules equips you for online success as a one-stop source on the art and science of developing content that people care about. This coverage is interwoven with case studies of companies successfully spreading their ideas online—and using them to establish credibility and build a loyal customer base. Find an authentic "voice" and craft bold content that will resonate with prospects and buyers and encourage them to share it with others Leverage social media and social tools to get your content and ideas distributed as widely as possible Understand why you are generating content—getting to the meat of your message in practical, commonsense language, and defining the goals of your content strategy Write in a way that powerfully communicates your service, product, or message across various Web mediums Boost your online presence and engage with customers and prospects like never before with Content Rules.
Publisher: John Wiley & Sons
ISBN: 0470948728
Category : Business & Economics
Languages : en
Pages : 238
Book Description
The guide to creating engaging web content and building a loyal following, revised and updated Blogs, YouTube, Facebook, Twitter, Google+, and other platforms are giving everyone a "voice," including organizations and their customers. So how do you create the stories, videos, and blog posts that cultivate fans, arouse passion for your products or services, and ignite your business? Content Rules equips you for online success as a one-stop source on the art and science of developing content that people care about. This coverage is interwoven with case studies of companies successfully spreading their ideas online—and using them to establish credibility and build a loyal customer base. Find an authentic "voice" and craft bold content that will resonate with prospects and buyers and encourage them to share it with others Leverage social media and social tools to get your content and ideas distributed as widely as possible Understand why you are generating content—getting to the meat of your message in practical, commonsense language, and defining the goals of your content strategy Write in a way that powerfully communicates your service, product, or message across various Web mediums Boost your online presence and engage with customers and prospects like never before with Content Rules.
A Practitioner's Guide to Business Analytics (PB)
Author: Randy Bartlett
Publisher: McGraw Hill Professional
ISBN: 0071807608
Category : Business & Economics
Languages : en
Pages : 289
Book Description
Gain the competitive edge with the smart use of business analytics In today’s volatile business environment, the strategic use of business analytics is more important than ever. A Practitioners Guide to Business Analytics helps you get the organizational commitment you need to get business analytics up and running in your company. It provides solutions for meeting the strategic challenges of applying analytics, such as: Integrating analytics into decision making, corporate culture, and business strategy Leading and organizing analytics within the corporation Applying statistical qualifications, statistical diagnostics, and statistical review Providing effective building blocks to support analytics—statistical software, data collection, and data management Randy Bartlett, Ph.D., is Chief Statistical Officer of the consulting company Blue Sigma Analytics. He currently works with Infosys, where he has helped build their new Business Analytics practice.
Publisher: McGraw Hill Professional
ISBN: 0071807608
Category : Business & Economics
Languages : en
Pages : 289
Book Description
Gain the competitive edge with the smart use of business analytics In today’s volatile business environment, the strategic use of business analytics is more important than ever. A Practitioners Guide to Business Analytics helps you get the organizational commitment you need to get business analytics up and running in your company. It provides solutions for meeting the strategic challenges of applying analytics, such as: Integrating analytics into decision making, corporate culture, and business strategy Leading and organizing analytics within the corporation Applying statistical qualifications, statistical diagnostics, and statistical review Providing effective building blocks to support analytics—statistical software, data collection, and data management Randy Bartlett, Ph.D., is Chief Statistical Officer of the consulting company Blue Sigma Analytics. He currently works with Infosys, where he has helped build their new Business Analytics practice.
THE DEFINITIVE GUIDE TO B2B DIGITAL TRANSFORMATION
Author: Fred Geyer
Publisher: Frederick Geyer
ISBN: 1734296925
Category : Business & Economics
Languages : en
Pages : 291
Book Description
This book guides B2B leaders along a step by step path to uncommon growth through three transformative shifts: The Digital Selling Shift to digital demand generation, The Digital Customer Experience Makeover to digital customer engagement, The Digital Proposition Pivot to data-powered, digital solutions. The Definitive Guide is informed by the work of Fred Geyer at Prophet, a leading digital transformation consultancy, and Joerg Niessing at INSEAD, a global standard-bearer for business education. Rich case studies from Maersk, Michelin, Adobe, and Air Liquide with best practices from IBM, Salesforce.com, Thyssenkrupp, and scores of leading B2B companies illustrate how putting customers at the heart of digital transformation drives uncommon growth. Fred and Joerg map the route from customer insight to in-market implementation for each transformational shift in four steps: Where to Play - Identify top customer growth opportunities, How to Win - Build the strategy to win customer preference, What to Do - Effectively deliver the strategy, Who is Needed - Assemble the team to make it happen. The two biggest barriers to successful digital transformation, effectively using customer data and enabling employees, are addressed by outlining a clear path to navigate forward based on best practices from other leading companies. The guide has won rave reviews from B2B leaders: "This book illuminates the secret sauce of digital transformation in the B2B space" – David Aaker, renowned brand strategist and bestselling author. "A thought-provoking exploration of three crucial transformational shifts for B2B companies" – Vincent Clerc, CEO, Maersk Ocean & Logistics "This is a great guide to applying best practices to the formidable challenge of digital transformation in complex markets and supply chains." – Dr. Lars Brzoska, Chairman of the Board of Management, Jungheinrich AG. "By providing case examples and step by step assistance in determining where to play, how to win, what to do and who to win, this book fulfilled my need for inspiring and pragmatic transformation guidance" – Lindy Hood, Chief Customer Experience Officer, Zurich Financial North America
Publisher: Frederick Geyer
ISBN: 1734296925
Category : Business & Economics
Languages : en
Pages : 291
Book Description
This book guides B2B leaders along a step by step path to uncommon growth through three transformative shifts: The Digital Selling Shift to digital demand generation, The Digital Customer Experience Makeover to digital customer engagement, The Digital Proposition Pivot to data-powered, digital solutions. The Definitive Guide is informed by the work of Fred Geyer at Prophet, a leading digital transformation consultancy, and Joerg Niessing at INSEAD, a global standard-bearer for business education. Rich case studies from Maersk, Michelin, Adobe, and Air Liquide with best practices from IBM, Salesforce.com, Thyssenkrupp, and scores of leading B2B companies illustrate how putting customers at the heart of digital transformation drives uncommon growth. Fred and Joerg map the route from customer insight to in-market implementation for each transformational shift in four steps: Where to Play - Identify top customer growth opportunities, How to Win - Build the strategy to win customer preference, What to Do - Effectively deliver the strategy, Who is Needed - Assemble the team to make it happen. The two biggest barriers to successful digital transformation, effectively using customer data and enabling employees, are addressed by outlining a clear path to navigate forward based on best practices from other leading companies. The guide has won rave reviews from B2B leaders: "This book illuminates the secret sauce of digital transformation in the B2B space" – David Aaker, renowned brand strategist and bestselling author. "A thought-provoking exploration of three crucial transformational shifts for B2B companies" – Vincent Clerc, CEO, Maersk Ocean & Logistics "This is a great guide to applying best practices to the formidable challenge of digital transformation in complex markets and supply chains." – Dr. Lars Brzoska, Chairman of the Board of Management, Jungheinrich AG. "By providing case examples and step by step assistance in determining where to play, how to win, what to do and who to win, this book fulfilled my need for inspiring and pragmatic transformation guidance" – Lindy Hood, Chief Customer Experience Officer, Zurich Financial North America
Elasticsearch: The Definitive Guide
Author: Clinton Gormley
Publisher: "O'Reilly Media, Inc."
ISBN: 1449358500
Category : Computers
Languages : en
Pages : 659
Book Description
Whether you need full-text search or real-time analytics of structured data—or both—the Elasticsearch distributed search engine is an ideal way to put your data to work. This practical guide not only shows you how to search, analyze, and explore data with Elasticsearch, but also helps you deal with the complexities of human language, geolocation, and relationships. If you’re a newcomer to both search and distributed systems, you’ll quickly learn how to integrate Elasticsearch into your application. More experienced users will pick up lots of advanced techniques. Throughout the book, you’ll follow a problem-based approach to learn why, when, and how to use Elasticsearch features. Understand how Elasticsearch interprets data in your documents Index and query your data to take advantage of search concepts such as relevance and word proximity Handle human language through the effective use of analyzers and queries Summarize and group data to show overall trends, with aggregations and analytics Use geo-points and geo-shapes—Elasticsearch’s approaches to geolocation Model your data to take advantage of Elasticsearch’s horizontal scalability Learn how to configure and monitor your cluster in production
Publisher: "O'Reilly Media, Inc."
ISBN: 1449358500
Category : Computers
Languages : en
Pages : 659
Book Description
Whether you need full-text search or real-time analytics of structured data—or both—the Elasticsearch distributed search engine is an ideal way to put your data to work. This practical guide not only shows you how to search, analyze, and explore data with Elasticsearch, but also helps you deal with the complexities of human language, geolocation, and relationships. If you’re a newcomer to both search and distributed systems, you’ll quickly learn how to integrate Elasticsearch into your application. More experienced users will pick up lots of advanced techniques. Throughout the book, you’ll follow a problem-based approach to learn why, when, and how to use Elasticsearch features. Understand how Elasticsearch interprets data in your documents Index and query your data to take advantage of search concepts such as relevance and word proximity Handle human language through the effective use of analyzers and queries Summarize and group data to show overall trends, with aggregations and analytics Use geo-points and geo-shapes—Elasticsearch’s approaches to geolocation Model your data to take advantage of Elasticsearch’s horizontal scalability Learn how to configure and monitor your cluster in production
Lean CX
Author: Robert Dew
Publisher: Walter de Gruyter GmbH & Co KG
ISBN: 311068392X
Category : Business & Economics
Languages : en
Pages : 238
Book Description
In recent years, many companies have realised customer experience (CX) is the new marketing battle ground. Substantial investments have been made to map customer journeys, identify pain points and improve CX to try and create cut-through. Using real world applications to introduce next generation design tools based on proven concepts from strategy, marketing, psychology and creative problem solving, Lean CX: How to Differentiate at Low Cost and Least Risk discusses how to use Lean Management approaches to innovate your customer experience. This practical book describes how the tools from Lean Management can be applied to the CX innovation problem. The authors draw on hundreds of CX design and strategic innovation projects across a range of industries, both B2B and B2C, from primary research through client work and secondary case studies available in the public domain. The examples include many different vertical industry sectors, including those involving hybrid business models. The cases included share what worked really well and where CX failed. The content goes beyond what actually happened to present an idea of what might be possible with the right design approach and committed resources.
Publisher: Walter de Gruyter GmbH & Co KG
ISBN: 311068392X
Category : Business & Economics
Languages : en
Pages : 238
Book Description
In recent years, many companies have realised customer experience (CX) is the new marketing battle ground. Substantial investments have been made to map customer journeys, identify pain points and improve CX to try and create cut-through. Using real world applications to introduce next generation design tools based on proven concepts from strategy, marketing, psychology and creative problem solving, Lean CX: How to Differentiate at Low Cost and Least Risk discusses how to use Lean Management approaches to innovate your customer experience. This practical book describes how the tools from Lean Management can be applied to the CX innovation problem. The authors draw on hundreds of CX design and strategic innovation projects across a range of industries, both B2B and B2C, from primary research through client work and secondary case studies available in the public domain. The examples include many different vertical industry sectors, including those involving hybrid business models. The cases included share what worked really well and where CX failed. The content goes beyond what actually happened to present an idea of what might be possible with the right design approach and committed resources.
Taxmann's Permanent Establishment Emerging Trends – Complete Guide for Resolution of Complexities Involved in the Concept of Permanent Establishment | October 2020 Edition
Author: The Chamber of Tax Consultants
Publisher: Taxmann Publications Private Limited
ISBN: 9390128854
Category : Law
Languages : en
Pages : 35
Book Description
The study of Permanent Establishment has emerged as intriguing and complex subject. This book serves as a complete guide for resolution of complexities involved in the concept of permanent establishment. The structure of the book is as follows: • This book opens up with ‘adaptation of Indian domestic tax laws’ to the ‘global trend’ • The advent of ‘Significant Economic Presence’ and its ramification on the changing concept on business connection has been deliberated in this book • Evolution of permanent establishment (‘PE’) in the e-world • Insights into Multilateral Conventions (‘MLI’) & OECDs position on the changing garb of PE • The book closes with the impact of changing philosophy of PE in the international tax space & in the domestic tax legislature. The contents of the book are as follows: • Introduction • Territorial nexus becomes aerial • Adaptation of Indian Domestic Laws • PE in digital economy • PE under Data Localisation Regime • Server as PE • Modification in Agency PE definition • Modification in Independent agent definition • Preparatory or auxiliary activities • Construction PE – Journey, Abuse and Remedy • Conclusion • Annexures 𝚘 Relevant Provisions of the Act 𝚘 OECD Model Convention (Relevant extract) 𝚘 PE Articles under various treaties 𝚘 Relevant Articles of Multilateral Conventions 𝚘 MLI Impact on PE Article of treaties extracted in Part III
Publisher: Taxmann Publications Private Limited
ISBN: 9390128854
Category : Law
Languages : en
Pages : 35
Book Description
The study of Permanent Establishment has emerged as intriguing and complex subject. This book serves as a complete guide for resolution of complexities involved in the concept of permanent establishment. The structure of the book is as follows: • This book opens up with ‘adaptation of Indian domestic tax laws’ to the ‘global trend’ • The advent of ‘Significant Economic Presence’ and its ramification on the changing concept on business connection has been deliberated in this book • Evolution of permanent establishment (‘PE’) in the e-world • Insights into Multilateral Conventions (‘MLI’) & OECDs position on the changing garb of PE • The book closes with the impact of changing philosophy of PE in the international tax space & in the domestic tax legislature. The contents of the book are as follows: • Introduction • Territorial nexus becomes aerial • Adaptation of Indian Domestic Laws • PE in digital economy • PE under Data Localisation Regime • Server as PE • Modification in Agency PE definition • Modification in Independent agent definition • Preparatory or auxiliary activities • Construction PE – Journey, Abuse and Remedy • Conclusion • Annexures 𝚘 Relevant Provisions of the Act 𝚘 OECD Model Convention (Relevant extract) 𝚘 PE Articles under various treaties 𝚘 Relevant Articles of Multilateral Conventions 𝚘 MLI Impact on PE Article of treaties extracted in Part III