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The Effect
An Introduction to Research Design and Causality
Taschenbuch von Nick Huntington-Klein
Sprache: Englisch

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Beschreibung

This book is about research design, specifically concerning research that uses non-experimental data to figure out whether one thing causes another. It is separated into two halves, each with different approaches to that subject. Concepts are demonstrated with a heavy emphasis on graphical intuition and the question of what we do to data.

This book is about research design, specifically concerning research that uses non-experimental data to figure out whether one thing causes another. It is separated into two halves, each with different approaches to that subject. Concepts are demonstrated with a heavy emphasis on graphical intuition and the question of what we do to data.

Über den Autor

Nick Huntington-Klein is a professor of economics at Seattle University specializing in the study of the education system and applied econometrics. He is known as someone who can clearly explain complex topics in econometrics, and his teaching materials have been shared online tens of thousands of times. His daughter is not yet old enough to find this hopelessly uncool.

Inhaltsverzeichnis

Introduction Finding Stuff in this Book Part I. The Design of Research 1 Designing Research 2 Research Questions 3 Describing Variables 4 Describing Relationships 5 Identification 6 Causal Diagrams 7 Drawing Causal Diagrams 8 Causal Paths and Closing Back Doors 9 Finding Front Doors 10 Treatment Effects 11 Causality with Less Modeling Part II. The Toolbox 12 Opening the Toolbox 13 Regression 14 Matching 15 Simulation 16 Fixed Effects 17 Event Studies 18 Difference-in-Differences 19 Instrumental Variables 20 Regression Discontinuity 21 Partial Identification 22 A Gallery of Rogues: Other Methods 23 Under the Rug Bibliography Index

Details
Erscheinungsjahr: 2025
Fachbereich: Allgemeines
Genre: Importe, Wirtschaft
Rubrik: Recht & Wirtschaft
Medium: Taschenbuch
Inhalt: Einband - flex.(Paperback)
ISBN-13: 9781032580227
ISBN-10: 1032580224
Sprache: Englisch
Einband: Kartoniert / Broschiert
Autor: Huntington-Klein, Nick
Auflage: 2. Auflage
Hersteller: Taylor & Francis Ltd
Verantwortliche Person für die EU: Libri GmbH, Europaallee 1, D-36244 Bad Hersfeld, gpsr@libri.de
Maße: 250 x 176 x 37 mm
Von/Mit: Nick Huntington-Klein
Erscheinungsdatum: 11.07.2025
Gewicht: 1,232 kg
Artikel-ID: 130280389
Über den Autor

Nick Huntington-Klein is a professor of economics at Seattle University specializing in the study of the education system and applied econometrics. He is known as someone who can clearly explain complex topics in econometrics, and his teaching materials have been shared online tens of thousands of times. His daughter is not yet old enough to find this hopelessly uncool.

Inhaltsverzeichnis

Introduction Finding Stuff in this Book Part I. The Design of Research 1 Designing Research 2 Research Questions 3 Describing Variables 4 Describing Relationships 5 Identification 6 Causal Diagrams 7 Drawing Causal Diagrams 8 Causal Paths and Closing Back Doors 9 Finding Front Doors 10 Treatment Effects 11 Causality with Less Modeling Part II. The Toolbox 12 Opening the Toolbox 13 Regression 14 Matching 15 Simulation 16 Fixed Effects 17 Event Studies 18 Difference-in-Differences 19 Instrumental Variables 20 Regression Discontinuity 21 Partial Identification 22 A Gallery of Rogues: Other Methods 23 Under the Rug Bibliography Index

Details
Erscheinungsjahr: 2025
Fachbereich: Allgemeines
Genre: Importe, Wirtschaft
Rubrik: Recht & Wirtschaft
Medium: Taschenbuch
Inhalt: Einband - flex.(Paperback)
ISBN-13: 9781032580227
ISBN-10: 1032580224
Sprache: Englisch
Einband: Kartoniert / Broschiert
Autor: Huntington-Klein, Nick
Auflage: 2. Auflage
Hersteller: Taylor & Francis Ltd
Verantwortliche Person für die EU: Libri GmbH, Europaallee 1, D-36244 Bad Hersfeld, gpsr@libri.de
Maße: 250 x 176 x 37 mm
Von/Mit: Nick Huntington-Klein
Erscheinungsdatum: 11.07.2025
Gewicht: 1,232 kg
Artikel-ID: 130280389
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