Jaime Díez MedranoDirector of the WVS Data Archive
Researchers have gained free access during the last years to a valuable number of data sources. Among them is the complete collection of files from the World Values Surveys from 1981 to 2009, available separately or aggregated in a single file at www.worldvaluessurvey.org.
An agreement with EVS five years ago also made it possible to build an aggregate of the 4 initial waves of the WVS and EVS surveys, covering the 1981-2004 period. Unfortunately this agreement has not been renewed yet for the 1981-2009 period and so it is not possible to download directly the file with all data from both studies covering the period 1981-2009.
The five-wave WVS/EVS aggregate can however be constructed using existing files by any researcher using the procedure we describe in this paper.
COMPATIBILITY OF 4-WAVE AND 5-WAVE AGGREGATES
The 4-wave aggregate of the values surveys includes both WVS and EVS surveys ranging from 1981 to 2004. Both studies had an initial common start but later they took a separate path. In an effort to build a common and official aggregate of all the studies, a joint project was carried in 2005 between Tilburg University (Netherlands) and ASEP/JDS (Spain).
The main result from this project was the definition of a global dictionary, which is a listing of all variables asked in any of the surveys included in the aggregate file (EVS 1981, WVS 1981, EVS 1990, WVS 1990, WVS 1995, EVS 1999 and WVS 2000). The global dictionary also includes information about the correspondence of each individual wave variable wuth other wave variables and the recodings that are necessary to make them compatible. This was covered in Human Beliefs and Values: A Cross-Cultural Sourcebook, Loek Halman, Ronald Inglehart, Jaime Díez-Medrano, Ruud Luijkx, Editorial Siglo XXI, 2004.
When processing the WVS 2005, the variables have also been added to the global dictionary and, at the same, this dictionary was extended to include the new variables added in 2005. A few variables have been reorganized and some minor mistakes of the previous aggregate corrected. The new WVS 5-wave aggregate available on the web is built from the WVS 1981, WVS 1990, WVS 1995, WVS 2000 and WVS 2005 files using the same technique as the 4-wave, and using the same global dictionary. It is, as a consequence, compatible with the 4-wave aggregate.
The lack of an agreement between the interested parts prevents publishing a 5-wave WVS-EVS aggregate nowadays, but it is possible to extract the EVS files from the 4-wave aggregate and insert them in the existing 5-wave WVS aggregate. The procedure is described below.
PROCEDURE FOR BUILDING A 5-WAVE WVS-EVS AGGREGATE
The procedure is described in terms of SPSS syntax, available for download in the following link: 5waveWVSEVSprocedure.sps
The methodology is easy enough to be replicated in any other statistical environment.
There are basically four steps:
Before you start, the following files need to be downloaded from the WVS site: www.worldvaluessurvey.org:
b- Extracting EVS data from the 1981-2004 aggregate file
Variable S001 tells if the data comes from EVS or WVS. S001 equals 1 for all EVS data. Also note that Sweden made the 1999 survey for both studies, and so it needs not be extracted from the file since it is already present in the WVS 5-wave aggregate.
The syntax in SPSS for doing this task is just this:
* Open the 4-wave aggregate in the workspace. NEW FILE.GET FILE='c:\your_data_folder\XWVSEVS_1981_2000_v20060423.sav'.* Filter for EVS, excluding Sweden 1999 which is already in the WVS 5-wave aggregate.SELECT IF (s001=1 AND s021<>75204111999).EXECUTE.
c- Adapting EVS data to the current global dictionary:
Some EVS variables weren’t properly recoded in the 4-wave aggregate. More specifically, some Yes/No variables with Yes coded 1 and No coded 2 weren’t recoded to 1 Yes and 0 No in the aggregate and can be corrected using the following syntax:
* Adapt S009 format to 3 characters instead of 2.alter type s009 (A3).* Correct a few recoding mistakes in the official version.recode a010 to a019,C059,D020A (2=0).
Also, a number of variables were renamed. The battery of variables about neighbours, confidence in organizations and trust were renamed to a common variable name, followed by a number for each of the groups mentioned.
The following table summarizes the changes:
Old Name
New name
Label
A124
A124_01
Neighbours: People with a criminal record
A125
A124_02
Neighbours: People of a different race
A126
A124_03
Neighbours: Heavy drinkers
A127
A124_04
Neighbours: Emotionally unstable people
A128
A124_05
Neighbours: Muslims
A129
A124_06
Neighbours: Immigrants/foreign workers
A130
A124_07
Neighbours: People who have AIDS
A131
A124_08
Neighbours: Drug addicts
A132
A124_09
Neighbours: Homosexuals
A133
A124_10
Neighbours: Jews
A134
A124_11
Neighbours: Evangelists
A135
A124_12
Neighbours: People of a different religion
A136
A124_13
Neighbours: People of the same religion
A137
A124_14
Neighbours: Militant minority
A138
A124_15
Neighbours: Zoroastrians
A139
A124_16
Neighbours: People not from country of origin
A140
A124_17
Neighbours: Gypsies
A141
A124_18
Neighbours: Political Extremists
A142
A124_19
Neighbours: Trafficants
A143
A124_20
Neighbours: Indians or Lebanese
A144
A124_21
Neighbours: Chinese or Philippine Chinese
A145
A124_22
Neighbours: Spiritists
A146
A124_23
Neighbours: Protestants
A147
A124_24
Neighbours: Christians
A148
A124_25
Neighbours: Witchdoctors and related labels
A149
A124_26
Neighbours: Left wing extremists
A150
A124_27
Neighbours: Right wing extremists
A151
A124_28
Neighbours: People with large families
A152
A124_29
Neighbours: Hindus
A153
A124_30
Neighbours: North-American persons
A154
A124_31
Neighbours: Haitians
A155
A124_32
Neighbours: Members of new religious movements
A156
A124_33
Neighbours: Jews, Arabs, Asians, gypsies, etc
A157
A124_34
Neighbours: Black people
A158
A124_35
Neighbours: White people
A159
A124_36
Neighbours: Coloured people
A160
A124_37
Neighbours: Indians
A161
A124_38
Neighbours: Kurds, Esids
A162
A124_39
Neighbours: Students
A163
A124_40
Neighbours: Unmarried mothers
A164
A124_41
Neighbours: Members of minority religious sects or cults
A177
A124_44
Neighbours: Members of ETA (terrorists)
A178
A124_45
Neighbours: Sunnis
A180
A124_46
Neighbours: Shia
A182
A124_47
Neighbours: French
A183
A124_48
Neighbours: British
A184
A124_49
Neighbours: Iranian
A185
A124_50
Neighbours: Kuwaiti
A186
A124_51
Neighbours: Turkish
A187
A124_52
Neighbours: Jordanian
A188
A124_53
Neighbours: Kildani
C042
C042B1
Why people work: work is like a business transaction
C043
C042B2
Why people work: I do the best I can regardless of pay
C044
C042B3
Why people work: I wouldn’t work if I didn’t have to
C045
C042B4
Why people work: I wouldn´t work if work interfered my life
C046
C042B5
Why people work: work most important in my life
C047
C042B6
Why people work: I never had a paid job
C048
C042B7
Why people work: don’t know
E069
E069_01
Confidence: Churches
E070
E069_02
Confidence: Armed Forces
E071
E069_03
Confidence: Education System
E072
E069_04
Confidence: The Press
E073
E069_05
Confidence: Labour Unions
E074
E069_06
Confidence: The Police
E075
E069_07
Confidence: Parliament
E076
E069_08
Confidence: The Civil Services
E077
E069_09
Confidence: Social Security System
E078
E069_10
Confidence: Television
E079
E069_11
Confidence: The Government
E080
E069_12
Confidence: The Political Parties
E081
E069_13
Confidence: Major Companies
E082
E069_14
Confidence: The Environmental Protection Movement
E083
E069_15
Confidence: The Women´s Movement
E084
E069_16
Confidence: Health Care System
E085
E069_17
Confidence: Justice System
E086
E069_18
Confidence: The European Union
E087
E069_19
Confidence: NATO
E088
E069_20
Confidence: The United Nations
E089
E069_21
Confidence: The Arab League
E090
E069_22
Confidence: The Association of South East Asian Nations -ASEAN
E091
E069_23
Confidence: The Organization for African Unity-OAU
E092
E069_24
Confidence: The NAFTA
E093
E069_25
Confidence: The Andean pact
E094
E069_26
Confidence: The Mercosur
E095
E069_27
Confidence: The SAARC
E096
E069_28
Confidence: The ECO
E097
E069_29
Confidence: The APEC
E098
E069_30
Confidence: The Free Commerce Treaty (Tratado de libre comercio)
E099
E069_31
Confidence: The United American States Organization (Organización de Estados Unidos Americanos - OEA)
E100
E069_32
Confidence: The “Movimiento en pro de Vieques”(Puerto Rico)
E101
E069_33
Confidence: Local/Regional Government
E102
E069_34
Confidence: SADC/SADEC
E103
E069_35
Confidence: East African Cooperation (EAC)
E199
E069_36
Confidence: Other television
E200
E069_37
Confidence: The Americans
E201
E069_38
Confidence: The Presidency
E202
E069_39
Confidence: The Civil Society Groups
G007
G007_01
Trust: Other people in country
G008A
G007_02
Trust: French Canadians
G008AA
G007_03
Trust: Nepalese
G008AB
G007_04
Trust: Korean residents in Japan
G008AC
G007_05
Trust: Chinese residents in Japan
G008AD
G007_06
Trust: Mestizo
G008AE
G007_07
Trust: Indians
G008AF
G007_08
Trust: Central Americans
G008AG
G007_09
Trust: Hausas
G008AH
G007_10
Trust: Igbos
G008AI
G007_11
Trust: Yorubas
G008AJ
G007_12
Trust: Ghanaians
G008AK
G007_13
Trust: Czechs
G008AL
G007_14
Trust: East Germans
G008AM
G007_15
Trust: Hungarians
G008AN
G007_16
Trust: West Germans
G008AO
G007_17
Trust: Your friends
G008AP
G007_18
Trust: Your neighbourhood
G008AQ
G007_19
Trust: White South Africans
G008AR
G007_20
Trust: Black South Africans
G008AS
G007_21
Trust: Coloured South Africans
G008AT
G007_22
Trust: Asian South Africans
G008AU
G007_23
Trust: Zulus
G008AV
G007_24
Trust: Xhosas
G008AW
G007_25
Trust: Greeks
G008AX
G007_26
Trust: Iranians
G008AY
G007_27
Trust: Europeans
G008AZ
G007_28
Trust: Moroccans
G008B
G007_29
Trust: Immigrants
G008BA
G007_30
Trust: Portuguese
G008BB
G007_31
Trust: Koreans
G008BC
G007_32
Trust: Soviet Union people
G008C
G007_37
Trust: Americans
G008D
G007_38
Trust: Mexicans
G008E
G007_39
Trust: Russians
G008F
G007_40
Trust: Chinese
G008G
G007_41
Trust: Italians
G008H
G007_42
Trust: Latin Americans
G008I
G007_43
Trust: Japanese
G008J
G007_44
Trust: Blacks
G008K
G007_45
Trust: Germans
G008L
G007_46
Trust: Arabs
G008M
G007_47
Trust: Jews
G008N
G007_48
Trust: Mapuche Indians
G008O
G007_49
Trust: Pascuences
G008P
G007_50
Trust: Argentines
G008Q
G007_51
Trust: Peruvians
G008R
G007_52
Trust: Chinese Zhuan Nationality
G008S
G007_53
Trust: Chinese Hui Nationality
G008T
G007_54
Trust: English
G008U
G007_55
Trust: Slovaks
G008V
G007_56
Trust: Gypsies
G008W
G007_57
Trust: Poles
G008X
G007_58
Trust: Indian Hindus
G008Y
G007_59
Trust: Indian Non-Hindus
G008Z
G007_60
Trust: Pakistanis
The SPSS syntax to rename the above variables is this:
* Rename the few variable names that have changed in the current aggregate dictionnary.RENAME VARIABLES (A124=A124_01) (A125=A124_02) (A126=A124_03) (A127=A124_04) (A128=A124_05) (A129=A124_06) (A130=A124_07) (A131=A124_08) (A132=A124_09) (A133=A124_10) (A134=A124_11) (A135=A124_12)(A136=A124_13) (A137=A124_14) (A138=A124_15) (A139=A124_16) (A140=A124_17) (A141=A124_18) (A142=A124_19) (A143=A124_20) (A144=A124_21) (A145=A124_22) (A146=A124_23) (A147=A124_24)(A148=A124_25) (A149=A124_26) (A150=A124_27) (A151=A124_28) (A152=A124_29) (A153=A124_30) (A154=A124_31) (A155=A124_32) (A156=A124_33) (A157=A124_34) (A158=A124_35) (A159=A124_36)(A160=A124_37) (A161=A124_38) (A162=A124_39) (A163=A124_40) (A164=A124_41) (A177=A124_44) (A178=A124_45) (A180=A124_46) (A182=A124_47) (A183=A124_48) (A184=A124_49) (A185=A124_50) (A186=A124_51) (A187=A124_52) (A188=A124_53) (C042=C042B1) (C043=C042B2) (C044=C042B3) (C045=C042B4) (C046=C042B5) (C047=C042B6) (C048=C042B7) (E069=E069_01) (E070=E069_02) (E071=E069_03) (E072=E069_04) (E073=E069_05) (E074=E069_06) (E075=E069_07) (E076=E069_08)(E077=E069_09) (E078=E069_10) (E079=E069_11) (E080=E069_12) (E081=E069_13) (E082=E069_14) (E083=E069_15) (E084=E069_16) (E085=E069_17) (E086=E069_18) (E087=E069_19) (E088=E069_20)(E089=E069_21) (E090=E069_22) (E091=E069_23) (E092=E069_24) (E093=E069_25) (E094=E069_26) (E095=E069_27) (E096=E069_28) (E097=E069_29) (E098=E069_30) (E099=E069_31) (E100=E069_32)(E101=E069_33) (E102=E069_34) (E103=E069_35) (E199=E069_36) (E200=E069_37) (E201=E069_38) (E202=E069_39) (G007=G007_01) (G008A=G007_02) (G008AA=G007_03) (G008AB=G007_04) (G008AC=G007_05) (G008AD=G007_06) (G008AE=G007_07) (G008AF=G007_08) (G008AG=G007_09) (G008AH=G007_10) (G008AI=G007_11) (G008AJ=G007_12) (G008AK=G007_13) (G008AL=G007_14) (G008AM=G007_15) (G008AN=G007_16) (G008AO=G007_17) (G008AP=G007_18) (G008AQ=G007_19) (G008AR=G007_20) (G008AS=G007_21) (G008AT=G007_22) (G008AU=G007_23) (G008AV=G007_24) (G008AW=G007_25) (G008AX=G007_26) (G008AY=G007_27) (G008AZ=G007_28) (G008B=G007_29) (G008BA=G007_30) (G008BB=G007_31) (G008BC=G007_32) (G008C=G007_37) (G008D=G007_38) (G008E=G007_39) (G008F=G007_40) (G008G=G007_41) (G008H=G007_42) (G008I=G007_43) (G008J=G007_44) (G008K=G007_45) (G008L=G007_46) (G008M=G007_47) (G008N=G007_48) (G008O=G007_49) (G008P=G007_50) (G008Q=G007_51) (G008R=G007_52) (G008S=G007_53) (G008T=G007_54) (G008U=G007_55) (G008V=G007_56) (G008W=G007_57) (G008X=G007_58) (G008Y=G007_59) (G008Z=G007_60).execute.
d- Saving the EVS part for later use:
You can save the result of the previous step to a file in the same disk folder using the following syntax (or manually if you prefer). Let’s save it under the name evs_1981_1999.sav.
* The file is ready to be merged. Save the EVS 4-wave under evs_1981_1999.sav name excluding some variables that will not be included in the aggregate. SAVE OUTFILE='c:\your_data_folder\evs_1981_1999.sav' /DROP a008a,a059a,a060a,a061a,c036a,c037a,c038a,c039a,c040a,c041a, c042a,c060a,d020a,d044a,d056a,d057a,d058a,d061a,d062a,d063a,d064a, d065a,e003a,e004a,e146a,e147a,e148a,e149a,e168a,e169a,e170a,e171a, e172a,e173a,e174a,e175a,e176a,e177a,f145a,f146a,f147a,f148a,f149a,f150a, f151a,f152a, f153a,f154a,f155a,f160a,f161a,f163a.
In the above command, we have omitted some variables that are not common to any WVS study. If you want to keep them, simply remove the /DROP subcommand from the SPSS command.
e- Merging together 5-wave WVS and 4-wave EVS files
The last step is to merge the two files with WVS and EVS only aggregates. This can be done in SPSS with the following command:
* Now merge the WVS 5-wave and the EVS 4-wave.NEW FILE.ADD FILES/FILE='c:\your_data_folder\wvs1981_2008_v20090914.sav'/FILE='c:\your_data_folder\evs_1981_1999.sav' .
We now have an aggregate of the WVS+EVS, covering 1981-2009 and with 355,298 individual cases from 98 world societies!
f- Final adjustments of the aggregate
As a final step, we need to rebuild the Y003 Autonomy index, which is reversed in the 4-wave aggregate, and rebuild the TradRat/SurvSelf factors for the whole file:
* Compute again the Autonomy Index (Auton4) to make sure it is correct.COMPUTE Y003=-4. if (A040>=0 and A042>=0 and A029>=0 and A039>=0) y003=-(a040 + a042)+(a029 +A039).execute.* Compute again the TradRat and SurvSelf scores.FACTOR /VARIABLES a008 a165 e018 e025 f063 f118 f120 g006 y002 y003 /MISSING LISTWISE /ANALYSIS a008 a165 e018 e025 f063 f118 f120 g006 y002 y003/PRINT INITIAL EXTRACTION ROTATION/FORMAT SORT BLANK(.3)/CRITERIA FACTORS(2) ITERATE(25)/EXTRACTION PC/CRITERIA ITERATE(25)/ROTATION VARIMAX/SAVE REG(ALL)/METHOD=CORRELATION.EXECUTE .COMPUTE TRADRAT5=fac1_1.COMPUTE SURVSELF=-fac2_1.COMPUTE S007=$CASENUM.EXECUTE.
g- Save your results
The resulting file is ready. Let’s save it for future use in our research:
* Save the resulting 5 wave EVS/WVS aggregate under the name wvsevs_1981_2009, excluding the auxiliar variables that aren't needed.SAVE OUTFILE='c:\your_data_folder\wvsevs_1981_2009.sav' /DROP fac1_1,fac2_1.
FINAL CONSIDERATIONS
For those willing to create smaller files for analyzing subsets of such a big file, you may consider the following tricks:
a) Variable S001 codes the study (1= EVS 2=WVS)b) Variable S002 codes the wave (1=1981, 2=1990, 3=1995, 4=1999/2000 and 5=2005)c) Variable S003 codes the countryd) Variable S004 codes the survey number in the same wave, for the few cases were more than a survey was carried.e) Variable S021 is a compound of the above variables (study-wave-country-sample)You can use any of these variables to filter the file and build a smaller one.