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Identification Problems in the Social Sciences
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HTG 7532
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Manski's strategy is to divorce identification from purely statistical concepts and to present the logic of identification analysis in ways that are accessible to a wide audience in the social and behavioral sciences.
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Détails du produit
- This book provides a language and a set of tools for finding bounds on the predictions that social and behavioral scientists can logically make from nonexperimental and experimental data. The economist Charles Manski draws on examples from criminology, demography, epidemiology, social psychology, and sociology as well as economics to illustrate this language and to demonstrate the broad usefulness of the tools.There are many traditional ways to present identification problems in econometrics, sociology, and psychometrics. Some of these are primarily statistical in nature, using concepts such as flat likelihood functions and nondistinct parameter estimates. Manski's strategy is to divorce identification from purely statistical concepts and to present the logic of identification analysis in ways that are accessible to a wide audience in the social and behavioral sciences. In each case, problems are motivated by real examples with real policy importance, the mathematics is kept to a minimum, and the deductions on identifiability are derived giving fresh insights.Manski begins with the conceptual problem of extrapolating predictions from one population to some new population or to the future. He then analyzes in depth the fundamental selection problem that arises whenever a scientist tries to predict the effects of treatments on outcomes. He carefully specifies assumptions and develops his nonparametric methods of bounding predictions. Manski shows how these tools should be used to investigate common problems such as predicting the effect of family structure on children's outcomes and the effect of policing on crime rates.Successive chapters deal with topics ranging from the use of experiments to evaluate social programs, to the use of case-control sampling by epidemiologists studying the association of risk factors and disease, to the use of intentions data by demographers seeking to predict future fertility. The book closes by examining two central identification problems in the analysis of social interactions: the classical simultaneity problem of econometrics and the reflection problem faced in analyses of neighborhood and contextual effects.
| Publisher | Harvard University Press |
| Publication date | May 29, 2019 |
| Edition | Revised |
| Language | English |
| Print length | 184 pages |
| ISBN-10 | 0674442849 |
| ISBN-13 | 978-0674442849 |
| Item Weight | 8 ounces (226.8 grams) |
| Dimensions | 6 x 0.46 x 9 inches (15.2 x 1.2 x 22.9 cm) |
DESCRIPTION DU PRODUIT
Identification Problems in the Social Sciences
Questions et réponses des clients
-
question:
What is 'Identification Problems In The Social Sciences' about?
répondre: 'Identification Problems In The Social Sciences' is a comprehensive examination of how various identification issues can influence research outcomes in social sciences. It delves into theoretical frameworks and empirical studies, providing insights into methodologies that can mitigate biases and enhance data interpretation. Understanding these problems is crucial for researchers aiming to derive valid conclusions from their studies, ensuring that findings accurately reflect social phenomena rather than artifacts of flawed identification processes. -
question:
Who should read 'Identification Problems In The Social Sciences'?
répondre: This book is highly recommended for researchers, graduate students, and policymakers involved in social science fields such as sociology, psychology, political science, and economics. By addressing core identification issues, it equips readers with critical analytical skills needed to assess research methodologies. It serves as a valuable resource for those seeking to improve the rigor of social science research and contribute meaningful insights to their respective domains. -
question:
What are some key concepts discussed in the book?
répondre: 'Identification Problems In The Social Sciences' covers several key concepts, including causal inference, observational data challenges, and the importance of clear theoretical frameworks. It also explores techniques for achieving robust identification in empirical research, such as natural experiments, instrumental variables, and regression discontinuity designs. These concepts are essential for producing reliable research findings that can inform policy and practice. -
question:
How can this book help in practical research scenarios?
répondre: The insights offered in 'Identification Problems In The Social Sciences' can significantly enhance the design and execution of research projects. By understanding potential pitfalls related to identification, researchers can better plan their studies, select appropriate methodologies, and interpret data critically. For example, social scientists investigating the effects of a policy intervention will find this book invaluable for ensuring their conclusions are drawn from solid evidence rather than confounding factors. -
question:
Are there any notable case studies featured in the book?
répondre: 'Identification Problems In The Social Sciences' includes various case studies that illustrate the practical implications of identification issues. These real-world examples demonstrate how different identification strategies impact research conclusions and inform practice. Such case studies provide readers with an opportunity to see the application of theoretical concepts, making abstract ideas more relatable and easier to understand, enhancing their utility in scholarly work. -
question:
Is this book suitable for individuals new to social science research?
répondre: Yes, 'Identification Problems In The Social Sciences' serves as a solid resource for newcomers to the field. Its structured approach makes complex ideas accessible, allowing readers to grasp essential concepts without prior extensive knowledge. Those entering social sciences will find that the book lays a foundational understanding of how identification biases can affect research quality, setting them on the right path for their academic endeavors. -
question:
What methodologies are emphasized in the book to address identification problems?
répondre: 'Identification Problems In The Social Sciences' emphasizes methodologies such as randomized controlled trials, matched sampling, and advanced statistical techniques that allow researchers to isolate causal relationships. By detailing these methodologies, the book guides readers through the complexities of selecting the right approach depending on the research context. This practical knowledge is vital for social scientists aiming to produce credible and useful findings. -
question:
Does the book provide any recommendations for further reading?
répondre: Indeed, 'Identification Problems In The Social Sciences' offers a curated list of recommended readings to expand the understanding of identification and causal inference in social research. These suggestions include seminal works and recent studies that enhance the reader's comprehension of the subject matter. Engaging with these readings will deepen the knowledge base and foster critical thinking skills, which are crucial for effective research practice. -
question:
How does this book compare with others in the field?
répondre: 'Identification Problems In The Social Sciences' distinguishes itself by combining theory with practical application, offering readers a unique lens to view identification issues within social research. While many books may focus solely on theory, this title integrates case studies and empirical evidence, enriching the learning experience. It positions itself as an essential reference for both seasoned researchers and those new to the field, fostering a comprehensive understanding of the subject. -
question:
Where can I buy 'Identification Problems In The Social Sciences' in Haiti?
répondre: You can purchase 'Identification Problems In The Social Sciences' from Ubuy, which provides a reliable platform for accessing this essential resource. Ubuy offers a wide range of books and academic materials, ensuring you have easy access to important literature in social sciences. Explore Ubuy for your purchase and benefit from their user-friendly interface.
Statistics Editorial Review
The "Identification Problems in the Social Sciences Revised Edition" is a highly recommended book for anyone who wants to understand statistical identification in social sciences. The book is easy to read and presents important topics in statistical identification that are often overlooked. It provides a nonparametric introduction to identification issues and is written for social sciences students. The book is opinionated, but this is not necessarily a bad thing as it adds to the overall understanding of the subject.
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Avantages
- Easy to read
- Addresses important topics in statistical identification
- Recommended for those who want to formalize their thoughts and test models with real-life data
Les inconvénients
- Opinionated (may not suit everyone's preferences)
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HTG 7532
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Caractéristiques et avantages
- Provides tools for predicting from experimental and nonexperimental data.
- Utilizes real-world examples across various social sciences for practical insights.
- Focuses on the conceptual issues in extrapolating predictions.
- Minimizes complex mathematics for broader accessibility.
- Addresses key problems in social interactions and policy relevance.
- Ideal for social and behavioral scientists looking to enhance their analytical capabilities.
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