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The Model Thinker: What You Need to Know to Make Data Work for You

Gebonden Engels 2018 9780465094622
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Samenvatting

Data, data, data: It's all one ever hears about these days. Science is all about big data. Our bosses call out for analytics, whatever those might be.

And everyone wants to predict what will happen next. Can we accurately predict if a company's stock will rise, whether or not a disease will spread, or who will become the next President of the United States? As anyone who has ever opened up a spreadsheet groaning with weeks, months, or years of data knows, numbers aren't enough: we have to know how to make them talk. Enter Scott Page and The Model Thinker.

A leading professor of quantitative social science at the University of Michigan, he has taken his expertise as both a teacher and researcher and distilled it into the one book anyone will need to master data and turn it to professional use. This is no armchair exercise in imagined understanding, like The Signal and the Noise or The Black Swan or a legion of books on networks, the purposes of which are to make us look good in meetings (or in our own minds) than they are to enable us to do something useful. The Model Thinker is the guide to turning data into understanding.

Underneath it all is what Page calls the "many-model paradigm", where the key isn't to just find one related set of statistical tools and work with them over and over, but to test our understanding of things by modeling them from several perspectives. The result is both a deep, quantitative acquaintance with tools ranging from Markov chains to game theory to Taleb-style long-tail statistics to network analysis and complexity theory, and a profound trip through the thought-process of a world-class data modeler. All the major tools of modeling-which readers will have heard of in everything from Wired to The Economist to The New York Times-will finally yield their secrets.

As The Theoretical Minimum showed, readers in quantitative fields aren't just looking for entertainment. They want to change their understanding of, and ability to act, in the real world. Businesspeople, students, and scientists alike will find much to learn from 'The Model Thinker'.

Specificaties

ISBN13:9780465094622
Taal:Engels
Bindwijze:gebonden
Aantal pagina's:429
Uitgever:Basic Books
Verschijningsdatum:28-11-2018
Hoofdrubriek:IT-management / ICT

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Inhoudsopgave

Prologue

1 The Many-model thinker
2 Why model?
3 The science of many models
4 Modelling human actors
5 Normal distributions: The Bell Curve
6 Power-Law distributions: Long Tails
7 Linear models
8 Concavity and Convexity
9 Models of value and power
10 Network models
11 Broadcast, diffusion, and contagion
12 Entropy: Modeling uncertainty
13 Random walks
14 Path dependence
15 Local interaction models
16 Lyapunov functions and equilibria
17 Markov models
18 Systems dynamics models
19 Threshold models with feedbacks
20 Spatial and Hedonic choice
21 Game theory models times three
22 Models of cooperation
23 Collective action problems
24 Mechanism design
25 Signaling models
26 Models of learning
27 Multi-Armed bandit problems
28 Rugged-Lanscape models
29 Opioids, inequality, and humility

Notes
Bibliography
Index






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        The Model Thinker: What You Need to Know to Make Data Work for You