Data analysis using Stata:
Gespeichert in:
| Hauptverfasser: | , |
|---|---|
| Format: | Buch |
| Sprache: | English |
| Veröffentlicht: |
College Station, Tex.
Stata Press
2012
|
| Ausgabe: | 3. ed. |
| Schlagworte: | |
| Online-Zugang: | Inhaltsverzeichnis |
| Beschreibung: | XXVI, 497 S. graph. Darst. |
| ISBN: | 9781597181105 1597181102 |
Internformat
MARC
| LEADER | 00000nam a2200000 c 4500 | ||
|---|---|---|---|
| 001 | BV040367282 | ||
| 003 | DE-604 | ||
| 005 | 20130805 | ||
| 007 | t | ||
| 008 | 120816s2012 d||| |||| 00||| eng d | ||
| 020 | |a 9781597181105 |c pbk |9 978-1-59718-110-5 | ||
| 020 | |a 1597181102 |9 1-59718-110-2 | ||
| 035 | |a (OCoLC)809150299 | ||
| 035 | |a (DE-599)BVBBV040367282 | ||
| 040 | |a DE-604 |b ger |e rakwb | ||
| 041 | 0 | |a eng | |
| 049 | |a DE-19 |a DE-473 |a DE-188 |a DE-703 |a DE-N2 |a DE-20 |a DE-384 |a DE-739 |a DE-521 |a DE-11 | ||
| 050 | 0 | |a QA276.4 | |
| 082 | 0 | |a 519.50285 | |
| 084 | |a MR 2200 |0 (DE-625)123489: |2 rvk | ||
| 084 | |a QH 231 |0 (DE-625)141546: |2 rvk | ||
| 084 | |a QH 234 |0 (DE-625)141549: |2 rvk | ||
| 084 | |a ST 601 |0 (DE-625)143682: |2 rvk | ||
| 100 | 1 | |a Kohler, Ulrich |d 1967- |e Verfasser |0 (DE-588)133233863 |4 aut | |
| 245 | 1 | 0 | |a Data analysis using Stata |c [Ulrich Kohler ; Frauke Kreuter] |
| 250 | |a 3. ed. | ||
| 264 | 1 | |a College Station, Tex. |b Stata Press |c 2012 | |
| 300 | |a XXVI, 497 S. |b graph. Darst. | ||
| 336 | |b txt |2 rdacontent | ||
| 337 | |b n |2 rdamedia | ||
| 338 | |b nc |2 rdacarrier | ||
| 630 | 0 | 4 | |a Stata |
| 650 | 4 | |a Datenverarbeitung | |
| 650 | 4 | |a Statistik | |
| 650 | 4 | |a Mathematical statistics |x Data processing | |
| 650 | 4 | |a Statistics |x Data processing | |
| 650 | 0 | 7 | |a Stata |0 (DE-588)4617285-3 |2 gnd |9 rswk-swf |
| 689 | 0 | 0 | |a Stata |0 (DE-588)4617285-3 |D s |
| 689 | 0 | |5 DE-604 | |
| 700 | 1 | |a Kreuter, Frauke |e Verfasser |0 (DE-588)1033254037 |4 aut | |
| 856 | 4 | 2 | |m Digitalisierung UB Bamberg |q application/pdf |u http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=025220970&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |3 Inhaltsverzeichnis |
| 999 | |a oai:aleph.bib-bvb.de:BVB01-025220970 | ||
Datensatz im Suchindex
| _version_ | 1804149412479369216 |
|---|---|
| adam_text | Contents
List of tables
xvii
List of figures
xix
Preface
xxi
Acknowledgments
xxvii
The first time
1
1.1
Starting
Stata
............................... 1
1.2
Setting up your screen
.......................... 2
1.3
Your first analysis
............................ 2
1.3.1
Inputting commands
...................... 2
1.3.2
Files and the working memory
................. 3
1.3.3
Loading data
.......................... 3
1.3.4
Variables and observations
................... 5
1.3.5
Looking at data
......................... 7
1.3.6
Interrupting a command and repeating a command
..... 8
1.3.7
The variable list
......................... 8
1.3.8
The in qualifier
......................... 9
1.3.9
Summary statistics
....................... 9
1.3.10
The if qualifier
......................... 11
1.3.11
Defining missing values
..................... 11
1.3.12
The by prefix
.......................... 12
1.3.13
Command options
........................ 13
1.3.14
Frequency tables
........................ 14
1.3.15
Graphs
.............................. 15
1.3.16
Getting help
........................... 16
Contents
vi
1.3.17
Recoding variables
....................... 1
1.3.18
Variable labels and value labels
................
Ьц
1.3.19
Linear regression
........................ ·)
1.4
Do-ffles
..................................
20
1.5
Exiting
Stata
............................... 22
1.6
Exercises
.................................. 23
2
Working with do-files
25
2.1
From interactive work to working with a do-file
............ 25
2.1.1
Alternative
1 .......................... 26
2.1.2
Alternative
2 .......................... 27
2.2
Designing do-files
............................. 30
2.2.1
Comments
............................ 31
2.2.2
Line breaks
........................... 32
2.2.3
Some crucial commands
.................... 33
2.3
Organizing your work
.......................... 35
2.4
Exercises
.................................. 39
3
The grammar of
Stata
41
3.1
The elements of
Stata
commands
.................... 41
3.1.1
Stata
commands
........................ 41
3.1.2
The variable list
......................... 43
List of variables: Required or optional
............ 43
Abbreviation rules
....................... 43
Special listings
......................... 45
3.1.3
Options
............................. 45
3.1.4
The in qualifier
......................... 47
3.1.5
The if qualifier
......................... 48
3.1.6
Expressions
........................... 51
Operators
............................ 52
Functions
............................ 54
3.1.7
Lists of numbers
........................ 55
Contents
vii
3.1.8
Using filenames
......................... 56
3.2
Repeating similar commands
...................... 57
3.2.1
The by prefix
.......................... 58
3.2.2
The foreach loop
........................ 59
The types of foreach lists
.................... 61
Several commands within a foreach loop
........... 62
3.2.3
The forvalues loop
....................... 62
3.3
Weights
.................................. 63
Frequency weights
....................... 64
Analytic weights
........................ 66
Sampling weights
........................ 67
3.4
Exercises
.................................. 68
4
General comments on the statistical commands
71
4.1
Regular statistical commands
...................... 71
4.2
Estimation commands
.......................... 74
4.3
Exercises
.................................. 76
5
Creating and changing variables
77
5.1
The commands generate and replace
.................. 77
5.1.1
Variable names
......................... 78
5.1.2
Some examples
......................... 79
5.1.3
Useful functions
......................... 82
5.1.4
Changing codes with by, _n, and _N
.............. 85
5.1.5
Subscripts
............................ 89
5.2
Specialized recoding commands
..................... 91
5.2.1
The
recode
command
...................... 91
5.2.2
The
egen
command
....................... 92
5.3
Recoding string variables
......................... 94
5.4
Recoding date and time
......................... 98
5.4.1
Dates
............................... 98
5.4.2
Time
............................... 102
v¡¡¡
(
uiitftits
5.5
Sotting missing values
..........................
П>5
5.6
Labels
...................................
К ?
5.7
Storage types, or the ghost in the machine
...............
Ill
5.8
Exercises
.................................. 112
6
Creating and changing graphs
115
6.1
A primer on graph syntax
........................ 115
6.2
Graph types
................................ 1
Hi
6.2.1
Examples
............................ 117
6.2.2
Specialized graphs
.......................
1Ш
6.3
Graph elements
.............................. 11!)
6.3.1
Appearance of data
....................... 121
Choice of marker
........................ 12. $
Marker colors
.......................... 125
Marker size
........................... 126
Lines
............................... 126
6.3.2
Graph and plot regions
..................... 12!)
Graph size
............................
Ш
Plot region
............................ 130
Scaling the axes
......................... 131
6.3.3
Information inside the plot region
............... 133
Reference lines
......................... 133
Labeling inside the plot region
................. 134
6.3.4
Information outside the plot region
.............. 138
Labeling the axes
........................ 13!)
Tick lines
............................ 142
Axis titles
............................ 143
The legend
............................
Ill
Graph titles
........................... 146
6.4
Multiple graphs
.............................. 147
6.4.1
Overlaying many twoway graph.s
............... 147
Contents
ix
6.4.2
Option by()
........................... 149
6.4.3
Combining graphs
........................ 150
6.5
Saving and printing graphs
....................... 152
6.6
Exercises
.................................. 154
7
Describing and comparing distributions
157
7.1
Categories: Few or many?
........................ 158
7.2
Variables with few categories
...................... 159
7.2.1
Tables
.............................. 159
Frequency tables
........................ 159
More than one frequency table
................. 160
Comparing distributions
.................... 160
Summary statistics
....................... 162
More than one contingency table
............... 163
7.2.2
Graphs
.............................. 163
Histograms
........................... 164
Bar charts
............................ 166
Pic charts
............................ 168
Dot charts
............................ 169
7.3
Variables with many categories
..................... 170
7.3.1
Frequencies of grouped data
.................. 171
Some remarks on grouping data
................ 171
Special techniques for grouping data
.............. 172
7.3.2
Describing data using statistics
................ 173
Important summary statistics
................. 174
The summarize command
................... 176
The tabstat command
..................... 177
Comparing distributions using statistics
........... 178
7.3.3
Graphs
.............................. 186
Box plots
............................ 187
Histograms
........................... 189
Contents
χ
Kernel
density
estimation
...................
ИМ
Qnantile
plot
..........................
H) »
Comparing
distributions
with
Q Q
plots
...........
НИ)
7.4
Exercises
..................................
-tM)
8
Statistical inference
201
8.1
Random samples and sampling distributions
.............. 202
8.1.1
Random numbers
........................ 202
8.1.2
Creating fictitious
datasets
................... 203
8.1.3
Drawing random samples
.................... 207
8.1.4
The sampling distribution
................... 208
8.2
Descriptive inference
........................... 213
8.2.1
Standard errors for simple random samples
......... 213
8.2.2
Standard errors for complex samples
............. 215
Typical forms of complex samples
............... 215
Sampling distributions for complex samples
......... 217
Using
Stat a s
svy commands
.................. 219
8.2.3
Standard errors with
nonresponse
............... 222
Unit,
nonresponse
and poststratification weights
....... 222
Item
nonresponse
and multiple imputation
.......... 223
8.2.4
Uses of standard errors
..................... 230
Confidence intervals
....................... 231
Significance tests
........................ 233
Two-group mean comparison test
............... 238
8.3
Causal inference
............................. 242
8.3.1
Ba-sic concepts
.......................... 242
Data-generating processes
................... 242
Cotmterfactual concept of causality
.............. 244
8.3.2
The effect of third-class tickets
................ 246
8.3.3
Some problems of causal inference
............... 248
8.4
Exercises
.................................. 250
Contents xi
9
Introduction
to linear regression
253
9.1
Simple linear regression
......................... 256
9.1.1
The basic principle
....................... 256
9.1.2
Linear regression using
Stata
................. 260
The table of coefficients
.................... 261
The table of ANOVA results
.................. 266
The model fit table
....................... 268
9.2
Multiple regression
............................ 270
9.2.1
Multiple regression using
Stata
................ 271
9.2.2
More computations
....................... 274
Adjusted R2
........................... 274
Standardized regression coefficients
.............. 276
9.2.3
What does under control mean?
.............. 277
9.3
Regression diagnostics
.......................... 279
9.3.1
Violation of
E(e¿)
=0 ..................... 280
Linearity.............................
283
Influential cases
......................... 286
Omitted variable«
........................ 295
Multicollinearity
........................ 296
9.3.2
Violation of
Var
(e¿)
=
σ2
.................... 296
9.3.3
Violation of
Cov(e¿,ei)
= 0,
і
φ
j
............... 299
9.4
Model extensions
............................. 300
9.4.1
Categorical independent variables
............... 301
9.4.2
Interaction terms
........................ 304
9.4.3
Regression models using transformed variables
........ 308
Nonlinear relationships
..................... 309
Eliminating heteroskedasticity
................. 312
9.5
Reporting regression results
....................... 313
9.5.1
Tables of similar regression models
.............. 313
9.5.2
Plots of coefficients
....................... 316
Xii
(Ollfrnř.s
9.5.3
Conditional-effects plots
.................... 321
9.6
Advanced
techniques
............................
^-
9.6.1
Median regression
.........................* -!
9.6.2
Regression models for panel data
............... 32
1
From wide to long format
....................
Í-*
Fixed-effects models
...................... 332
9.6.3
Error-components models
................... 337
9.7
Exercises
.................................. 339
10
Regression models for categorical dependent variables
341
10.1
The linear probability model
...................... 312
10.2
Basic concepts
.............................. 346
10.2.1
Odds, log odds, and odds ratios
................ 3 16
10.2.2
Excursion: The maximum likelihood principle
........ 351
10.3
Logistic regression with
Stata
....................... 354
10.3.1
The coefficient table
...................... 356
Sign interpretation
....................... 357
Interpretation with odds ratios
................ 357
Probability interpretation
................... 359
Average marginal effects
.................... 361
10.3.2
The iteration block
....................... 362
10.3.3
The model fit block
....................... 363
Classification tables
....................... 364
Pearson chi-squared
....................... 367
10.4
Logistic regression diagnostics
...................... 368
10.4.1
Linearity
............................. 369
10.4.2
Influential cases
......................... 372
10.5
Likelihood-ratio
tast
........................... 377
10.6
Refined models
.............................. 379
10.6.1
Nonlinear relationships
..................... 379
10.6.2
Interaction effects
........................ 381
Contents
xiii
10.7
Advanced techniques
........................... 384
10.7.1
Probit
models
.......................... 385
10.7.2
Multinomial logistic regression
................. 387
10.7.3
Models for ordinal data
..................... 391
10.8
Exercises
.................................. 393
11
Reading and writing data
395
11.1
The goal: The data matrix
........................ 395
11.2
Importing machine-readable data
.................... 397
11.2.1
Reading system files from other packages
........... 398
Reading Excel files
....................... 398
Reading
SAS
transport files
.................. 402
Reading other system files
................... 402
11.2.2
Reading ASCII text files
.................... 402
Reading data in spreadsheet format
.............. 402
Reading data in free format
.................. 405
Reading data in fixed format
................. 407
11.3
Inputting data
.............................. 410
11.3.1
Input data using the Data Editor
............... 410
11.3.2
The input command
...................... 411
11.4
Combining data
.............................. 415
11.4.1
The GSOEP database
..................... 415
11.4.2
The merge command
...................... 417
Merge
1:1
matches with rectangular data
........... 418
Merge
1:1
matches with nonrectangular data
.......... 421
Merging more than two files
.................. 424
Merging m:l and l:m matches
................. 425
11.4.3
The append command
..................... 429
11.5
Saving and exporting data
........................ 433
11.6
Handling large
datasets
......................... 434
11.6.1
Rules for handling the working memory
........... 434
Contrats
xiv
11.6.2
Using oversized
datasets
....................
I·*·
11.7
Exercises
.................................. ·*·
12
Do-files for advanced users and user-written programs
437
12.1
Two examples of usage
.......................... 1·*
12.2
Four programming tools
.........................
I·*-
12.2.1
Local macros
.......................... -139
Calculating with local macros
................. 440
Combining local macros
.................... 411
Changing local macros
..................... 142
12.2.2
Do-files
.............................. 443
12.2.3
Programs
............................ 443
The problem of redefinition
.................. 445
The problem of naming
..................... 145
The problem of error checking
................. 445
12.2.4
Programs in do-files and ado-files
............... 446
12.3
User-written
Stata
commands
...................... 44!)
12.3.1
Sketch of the syntax
...................... 451
12.3.2
Create a first ado-file
...................... 452
12.3.3
Parsing variable lists
...................... 453
12.3.4
Parsing options
......................... 154
12.3.5
Parsing if and in qualifiers
................... 450
12.3.6
Generating an unknown number of variables
......... 457
12.3.7
Default values
.......................... 459
12.3.8
Extended macro functions
................... 461
12.3.9
Avoiding changes in the
dataset
................ 463
12.3.10
Help files
............................. 465
12.4
Exercises
.................................. 467
13
Around
Stata
469
13.1
Resources and information
........................ 459
13.2
Taking
саго
of
Stata
........................... 470
Contents xv
13.3
Additional procedures
.......................... 471
13.3.1
Stata
Journal ado-files
..................... 471
13.3.2
SSC ado-files
.......................... 473
13.3.3
Other ado-files
.......................... 474
13.4
Exercises
.................................. 475
References
477
Author index
483
Subject index
487
|
| any_adam_object | 1 |
| author | Kohler, Ulrich 1967- Kreuter, Frauke |
| author_GND | (DE-588)133233863 (DE-588)1033254037 |
| author_facet | Kohler, Ulrich 1967- Kreuter, Frauke |
| author_role | aut aut |
| author_sort | Kohler, Ulrich 1967- |
| author_variant | u k uk f k fk |
| building | Verbundindex |
| bvnumber | BV040367282 |
| callnumber-first | Q - Science |
| callnumber-label | QA276 |
| callnumber-raw | QA276.4 |
| callnumber-search | QA276.4 |
| callnumber-sort | QA 3276.4 |
| callnumber-subject | QA - Mathematics |
| classification_rvk | MR 2200 QH 231 QH 234 ST 601 |
| ctrlnum | (OCoLC)809150299 (DE-599)BVBBV040367282 |
| dewey-full | 519.50285 |
| dewey-hundreds | 500 - Natural sciences and mathematics |
| dewey-ones | 519 - Probabilities and applied mathematics |
| dewey-raw | 519.50285 |
| dewey-search | 519.50285 |
| dewey-sort | 3519.50285 |
| dewey-tens | 510 - Mathematics |
| discipline | Informatik Soziologie Mathematik Wirtschaftswissenschaften |
| edition | 3. ed. |
| format | Book |
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| id | DE-604.BV040367282 |
| illustrated | Illustrated |
| indexdate | 2024-07-10T00:22:37Z |
| institution | BVB |
| isbn | 9781597181105 1597181102 |
| language | English |
| oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-025220970 |
| oclc_num | 809150299 |
| open_access_boolean | |
| owner | DE-19 DE-BY-UBM DE-473 DE-BY-UBG DE-188 DE-703 DE-N2 DE-20 DE-384 DE-739 DE-521 DE-11 |
| owner_facet | DE-19 DE-BY-UBM DE-473 DE-BY-UBG DE-188 DE-703 DE-N2 DE-20 DE-384 DE-739 DE-521 DE-11 |
| physical | XXVI, 497 S. graph. Darst. |
| publishDate | 2012 |
| publishDateSearch | 2012 |
| publishDateSort | 2012 |
| publisher | Stata Press |
| record_format | marc |
| spelling | Kohler, Ulrich 1967- Verfasser (DE-588)133233863 aut Data analysis using Stata [Ulrich Kohler ; Frauke Kreuter] 3. ed. College Station, Tex. Stata Press 2012 XXVI, 497 S. graph. Darst. txt rdacontent n rdamedia nc rdacarrier Stata Datenverarbeitung Statistik Mathematical statistics Data processing Statistics Data processing Stata (DE-588)4617285-3 gnd rswk-swf Stata (DE-588)4617285-3 s DE-604 Kreuter, Frauke Verfasser (DE-588)1033254037 aut Digitalisierung UB Bamberg application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=025220970&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Kohler, Ulrich 1967- Kreuter, Frauke Data analysis using Stata Stata Datenverarbeitung Statistik Mathematical statistics Data processing Statistics Data processing Stata (DE-588)4617285-3 gnd |
| subject_GND | (DE-588)4617285-3 |
| title | Data analysis using Stata |
| title_auth | Data analysis using Stata |
| title_exact_search | Data analysis using Stata |
| title_full | Data analysis using Stata [Ulrich Kohler ; Frauke Kreuter] |
| title_fullStr | Data analysis using Stata [Ulrich Kohler ; Frauke Kreuter] |
| title_full_unstemmed | Data analysis using Stata [Ulrich Kohler ; Frauke Kreuter] |
| title_short | Data analysis using Stata |
| title_sort | data analysis using stata |
| topic | Stata Datenverarbeitung Statistik Mathematical statistics Data processing Statistics Data processing Stata (DE-588)4617285-3 gnd |
| topic_facet | Stata Datenverarbeitung Statistik Mathematical statistics Data processing Statistics Data processing |
| url | http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=025220970&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
| work_keys_str_mv | AT kohlerulrich dataanalysisusingstata AT kreuterfrauke dataanalysisusingstata |