ArnoldPublishers — est. 1890

Home/Books/Engineering, Technology & Statistics/Multilevel Statistical Models

Edward Arnold / Hodder Arnold

Multilevel Statistical Models

About this book

Harvey Goldstein's working treatment of random-coefficient / multilevel modelling for clustered data. Covers two- and three-level models, cross-classified and multiple-membership structures, the discrete-response extensions, model diagnostics, and Bayesian approaches. First published by Arnold; carried through multiple editions. Arnold maintained a companion support site for the book.

The text moves from the basic two-level random-intercept model through random-slope and three-level extensions, into the cross-classified and multiple-membership structures that arise when units belong to more than one higher-level grouping (pupils across schools and neighbourhoods, patients across hospitals and general practices). Discrete-response extensions cover binary, ordered and count outcomes; later chapters address model checking and Bayesian estimation routes.

Goldstein worked at the UCL Institute of Education and the University of Bristol's Centre for Multilevel Modelling, and co-authored the MLwiN software that turned multilevel modelling from a curiosity into routine practice for education research, epidemiology and survey statistics.

About the author

Harvey GoldsteinProfessor of Social Statistics

Biostatistics & Multilevel Modelling · 1939–2020

Affiliations: UCL Institute of Education — Professor of Statistical Methods (historical) · University of Bristol — Professor of Social Statistics; Centre for Multilevel Modelling (with Jon Rasbash and colleagues) · Royal Statistical Society — Guy Medal in Silver (1998) · British Academy — Fellow from 1996

Full biographical note →

Intended audience

  • applied statisticians
  • social scientists working with clustered data
  • biostatisticians

Subject classification

  • Multilevel modelling
  • Applied statistics
  • Hierarchical models

Scope

  • two- and three-level random-coefficient models
  • cross-classified and multiple-membership structures
  • discrete-response multilevel models
  • Bayesian multilevel estimation

Bibliographic details

FormatISBNYearNotes
Print edition (Arnold)03408065592003Open Library edition record (publisher line matched Arnold/Hodder).
ISBN-13 (EAN-13)97803408065552003Standard 13-digit form of the print ISBN above (same catalogue line).
Print edition (Arnold)03405952991995Open Library edition record (publisher line matched Arnold/Hodder).
ISBN-13 (EAN-13)97803405952991995Standard 13-digit form of the print ISBN above (same catalogue line).

Source notes

  • Open Library work editionsEdition list filtered to Arnold/Hodder imprints for ISBNs shown in the table.

Within Engineering, Technology & Statistics on the Arnold list

← All books