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Experimentation Works

Experimentation Works
Author: Stefan H. Thomke
Publisher: Harvard Business Press
Total Pages: 252
Release: 2020-02-18
Genre: Business & Economics
ISBN: 1633697118

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Don't fly blind. See how the power of experiments works for you. When it comes to improving customer experiences, trying out new business models, or developing new products, even the most experienced managers often get it wrong. They discover that intuition, experience, and big data alone don't work. What does? Running disciplined business experiments. And what if companies roll out new products or introduce new customer experiences without running these experiments? They fly blind. That's what Harvard Business School professor Stefan Thomke shows in this rigorously researched and eye-opening book. It guides you through best practices in business experimentation, illustrates how these practices work at leading companies, and answers some fundamental questions: What makes a good experiment? How do you test in online and brick-and-mortar businesses? In B2B and B2C? How do you build an experimentation culture? Also, best practice means running many experiments. Indeed, some hugely successful companies, such as Amazon, Booking.com, and Microsoft, run tens of thousands of controlled experiments annually, engaging millions of users. Thomke shows us how these and many other organizations prove that experimentation provides significant competitive advantage. How can managers create this capability at their own companies? Essential is developing an experimentation organization that prizes the science of testing and puts the discipline of experimentation at the center of its innovation process. While it once took companies years to develop the tools for such large-scale experiments, advances in technology have put these tools at the fingertips of almost any business professional. By combining the power of software and the rigor of controlled experiments, today's managers can make better decisions, create magical customer experiences, and generate big financial returns. Experimentation Works is your guidebook to a truly new way of thinking and innovating.


Basic Experimental Strategies and Data Analysis for Science and Engineering

Basic Experimental Strategies and Data Analysis for Science and Engineering
Author: John Lawson
Publisher: CRC Press
Total Pages: 445
Release: 2016-11-03
Genre: Business & Economics
ISBN: 1466512180

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Every technical investigation involving trial-and-error experimentation embodies a strategy for deciding what experiments to perform, when to quit, and how to interpret the data. This handbook presents several statistically derived strategies which are more efficient than any intuitive approach and will get the investigator to their goal with the fewest experiments, give the greatest degree of reliability to their conclusions, and keep the risk of overlooking something of practical importance to a minimum. Features: Provides a comprehensive desk reference on experimental design that will be useful to practitioners without extensive statistical knowledge Features a review of the necessary statistical prerequisites Presents a set of tables that allow readers to quickly access various experimental designs Includes a roadmap for where and when to use various experimental design strategies Shows compelling examples of each method discussed Illustrates how to reproduce results using several popular software packages on a companion web site Following the outlines and examples in this book should quickly allow a working professional or student to select the appropriate experimental design for a research problem at hand, follow the design to conduct the experiments, and analyze and interpret the resulting data. John Lawson and John Erjavec have a combined 25 years of industrial experience and over 40 years of academic experience. They have taught this material to numerous practicing engineers and scientists as well as undergraduate and graduate students.


Quasi-Experimentation

Quasi-Experimentation
Author: Charles S. Reichardt
Publisher: Guilford Publications
Total Pages: 382
Release: 2019-09-02
Genre: Business & Economics
ISBN: 1462540201

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Featuring engaging examples from diverse disciplines, this book explains how to use modern approaches to quasi-experimentation to derive credible estimates of treatment effects under the demanding constraints of field settings. Foremost expert Charles S. Reichardt provides an in-depth examination of the design and statistical analysis of pretest-posttest, nonequivalent groups, regression discontinuity, and interrupted time-series designs. He details their relative strengths and weaknesses and offers practical advice about their use. Reichardt compares quasi-experiments to randomized experiments and discusses when and why the former might be a better choice. Modern moethods for elaborating a research design to remove bias from estimates of treatment effects are described, as are tactics for dealing with missing data and noncompliance with treatment assignment. Throughout, mathematical equations are translated into words to enhance accessibility.


Strategic Management

Strategic Management
Author: Irene M. Duhaime
Publisher: Oxford University Press
Total Pages: 785
Release: 2021-06-17
Genre: Business & Economics
ISBN: 019009091X

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An authoritative overview of the prior development, current state, and future opportunities in strategic management The strategic management field, now a vibrant arena that offers valuable knowledge for managerial practice, has experienced significant growth in the more than forty years since its inception. And, until now, there has not been a book that captured the rich breadth and depth of knowledge of the discipline, while also looking to the future. Strategic Management provides a critical overview of the prior development, current state, and future opportunities in the strategic management field. Editors Irene M. Duhaime, Michael A. Hitt, and Marjorie A. Lyles bring together an exceptional group of scholars to explore specialized topics such as corporate strategy, strategic entrepreneurship, cooperative strategies, global strategy, strategic leadership, governance, innovation, strategy process and strategy practice, and strategic human capital. The book focuses heavily on the future developments and research opportunities available in the field, while also providing a solid base of knowledge for understanding strategic management as a whole. With articles from major leaders in the field, this authoritative volume will be useful to every strategic management scholar.


The Power of Experiments

The Power of Experiments
Author: Michael Luca
Publisher: MIT Press
Total Pages: 229
Release: 2021-03-02
Genre: Business & Economics
ISBN: 0262542277

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How tech companies like Google, Airbnb, StubHub, and Facebook learn from experiments in our data-driven world—an excellent primer on experimental and behavioral economics Have you logged into Facebook recently? Searched for something on Google? Chosen a movie on Netflix? If so, you've probably been an unwitting participant in a variety of experiments—also known as randomized controlled trials—designed to test the impact of different online experiences. Once an esoteric tool for academic research, the randomized controlled trial has gone mainstream. No tech company worth its salt (or its share price) would dare make major changes to its platform without first running experiments to understand how they would influence user behavior. In this book, Michael Luca and Max Bazerman explain the importance of experiments for decision making in a data-driven world. Luca and Bazerman describe the central role experiments play in the tech sector, drawing lessons and best practices from the experiences of such companies as StubHub, Alibaba, and Uber. Successful experiments can save companies money—eBay, for example, discovered how to cut $50 million from its yearly advertising budget—or bring to light something previously ignored, as when Airbnb was forced to confront rampant discrimination by its hosts. Moving beyond tech, Luca and Bazerman consider experimenting for the social good—different ways that governments are using experiments to influence or “nudge” behavior ranging from voter apathy to school absenteeism. Experiments, they argue, are part of any leader's toolkit. With this book, readers can become part of “the experimental revolution.”


Trustworthy Online Controlled Experiments

Trustworthy Online Controlled Experiments
Author: Ron Kohavi
Publisher: Cambridge University Press
Total Pages: 291
Release: 2020-04-02
Genre: Computers
ISBN: 1108590098

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Getting numbers is easy; getting numbers you can trust is hard. This practical guide by experimentation leaders at Google, LinkedIn, and Microsoft will teach you how to accelerate innovation using trustworthy online controlled experiments, or A/B tests. Based on practical experiences at companies that each run more than 20,000 controlled experiments a year, the authors share examples, pitfalls, and advice for students and industry professionals getting started with experiments, plus deeper dives into advanced topics for practitioners who want to improve the way they make data-driven decisions. Learn how to • Use the scientific method to evaluate hypotheses using controlled experiments • Define key metrics and ideally an Overall Evaluation Criterion • Test for trustworthiness of the results and alert experimenters to violated assumptions • Build a scalable platform that lowers the marginal cost of experiments close to zero • Avoid pitfalls like carryover effects and Twyman's law • Understand how statistical issues play out in practice.


Students and Research

Students and Research
Author: Julia H. Cothron
Publisher: Kendall Hunt
Total Pages: 344
Release: 2000
Genre: Education
ISBN: 9780787264772

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A resource for science teachers from the elementary through introductory-college level that explains principles of experimental design and data analysis and strategies for classroom and independent research and science competitions.


The Role of Experimentation Campaigns in the Air Force Innovation Life Cycle

The Role of Experimentation Campaigns in the Air Force Innovation Life Cycle
Author: National Academies of Sciences, Engineering, and Medicine
Publisher: National Academies Press
Total Pages: 43
Release: 2016-10-31
Genre: Technology & Engineering
ISBN: 0309447895

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The Workshop on the Role of Experimentation Campaigns in the Innovation Cycle was held in January 2016 to define and assess the current use of experimentation campaigns within the Air Force, evaluate barriers to their use, and make recommendations to increase their use. Participants at the workshop presented a broad range of issues, experiences, and insights related to experimentation, experimentation campaigns, and innovation. This publication summarizes the presentations and discussions from the workshop.


Strategy for an Army Center for Network Science, Technology, and Experimentation

Strategy for an Army Center for Network Science, Technology, and Experimentation
Author: National Research Council
Publisher: National Academies Press
Total Pages: 98
Release: 2007-09-27
Genre: Computers
ISBN: 0309106966

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The U.S. military has committed to a strategy of network-centric warfare. As a result, the Army has become increasingly interested in the critical role of network science. To a significant extent, this interest was stimulated by an earlier NRC report, Network Science. To build on that book, the Army asked the NRC to conduct a study to define advanced operating models and architectures for future Army laboratories and centers focused on network science, technologies, and experimentation (NSTE). The challenges resulting from base realignment and closure (BRAC) relocations of Army research, development, and engineering resourcesâ€"as they affected the NSTE programâ€"were also to be a focus of the study. This book provides a discussion of what NSTE is needed by the Army; an examination of the NSTE currently carried out by the Army; an assessment of needed infrastructure resources for Army NSTE; and an analysis of goals, models, and alternatives for an NSTE center.


Experiments in Public Management Research

Experiments in Public Management Research
Author: Oliver James
Publisher: Cambridge University Press
Total Pages: 549
Release: 2017-07-27
Genre: Business & Economics
ISBN: 110716205X

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An overview of experimental research and methods in public management, and their impact on theory, research practices and substantive knowledge.