MATERI PENUNJANG KULIAH
METODE PENELITIAN KOMUNIKASI
BAGIAN III VALIDITAS DAN RELIABILITAS PENGUKURAN
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PROGRAM PASCASARJANA KEKHUSUSAN MANAJEMEN KOMUNIKASI POLITIK DEPARTEMEN I. KOMUNIKASI – FISIP-UI SEMESTER GANJIL 2001 SEPTEMBER2001/10/28/2008
MEASUREMENT RESULTS: variances/scores differences SOURCES OF VARIANCES/ SCORES DIFFERENCES (Singleton, 1988; p.112; Selltiz, et.al., pp. 164-169)
TRUE DIFFERENCES
RANDOM ERRORS
SYSTEMATIC ERRORS
differences in the concept the measure intended to measure (Singleton, 1988); differences in the characteristics we are attempting to measure (Selltiz, 1976).
measurement errors due to random or chance factors: (Singleton, 1988) or transient aspects of the person, of the situation of measurement, or of the measurement procedures that are likely to vary from one act of measurement to the next, even though the characteristics
biases inherent in the method or operational definition (Singleton,1988) ; is an error introduced into the measurement by some factor that systematically affects the characteristics being measured or the process of measurement (Selltiz, et el., 1976)
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we are trying to measure has not changed. (Selltiz, 1976)
Measurement errors
MEASUREMENT ERRORS
RANDOM ERRORS
SYSTEMATIC ERRORS
Kesalahan yang terjadi secara sistematis, antara lain bersumber dari faktor-faktor yang inherent dalam alat ukur atau definisi operasional konsep yang diukur.
• Kesalahan yang terjadi secara random/acak, akibat kondisi, proses, atau variasi prosedur pengukuran yang dilakukan.
•
• Membias secara acak ke berbagai
• Membias ke satu arah kemungkinan
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arah kemungkinan
RELIABILITY Tingkatan sejauh mana pengukuran yang dilakukan memperoleh hasil yang konsisten (antar waktu, antar pengamat, antar indikator, dsb.) The consistency of a measure (Bailey, 1987)
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tertentu
VALIDITY Tingkatan sejauh mana pengukuran yang dilakukan benarbenar mengukur konsep yang semula akan diukur The degree to which a test measures what it purports to measure (Borg & Gall; 1971)
RELATIONSHIP BETWEEN RELIABILITY AND VALIDITY
• A MEASURE CAN BE RELIABLE BUT INVALID • RELIABILITY IS A NECESSARY CONDITION FOR VALIDITY
LOW RELIABILITY LOW VALIDITY •
•
•
• HIGH RELIABILITY • • LOW VALIDITY • •
• • •• •• • HIGH RELIABILITY HIGH VALIDITY
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LOW RELIABILITY HIGH VALIDITY???
RELIABILITY IS A NECESSARY BUT NOT SUFFICIENT CONDITION FOR VALIDITY
FACE - in the judgment of others
CONTENT Pre-data Validity
SAMPLING - capture the entire dimensions
CONCURRENT preexisting criterion VALIDITY
MEASUREMENT QUALITY
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CRITERION Data-based -Validity
PREDICTIVE criterion
- predicted
CONVERGENT - similar construct CONSTRUCT Data-based Validity
DIVERGENT construct
- opposing
RELIABILITY
STABILITY
OVER TIME
EQUIVALEN CE
OVER ALTERNATE / RATER internal consistency
HOMOGENE OVER INDICATORS ITY Sources: Allen and Yen (1979); Seltiz et al.(1986); Sekaran (1992)
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unidimensionality
VALIDITY ESTIMATES CONTENT/ APPARENT VALIDITY
FACE VALIDITY
. . . in the judgment of others -
Kesepakatan pakar tentang sejauh mana definisi operasional/ indikator yang dipergunakan suatu instrumen benar-benar mengukur konsep yang ingin diukur LOGICAL/SAMPLING VALIDITY . . . capture the entire dimensions Kesepakatan pakar tentang sejauh mana definisi operasional/ indikator-indikator suatu instrumen mewakili keseluruhan dimensi konsep yang diukur
CRITERIONRELATED VALIDITY Pragmatic validity
CONCURRENT VALIDITY
correlated with a preexisting criterion distinguish objects that differ in their present status - tingkat sejauh mana hasil pengukuran berkorelasi dengan pengukuran konsep lain atau kondisi tertentu yang diasumsikan sebagai kriteria (e.g.: Kemampuan Index of Democracy menempatkan AS dan Korut dalam kategori berbeda) PREDICTIVE VALIDITY
correlated with future/predicted condition - distinguish objects that will differ in the future . Tingkat sejauh mana hasil pengukuran suatu konsep mampu memprediksi keadaan di masa datang (Contoh: Indeks Liberalisasi Ekonomi 1980 dan Indeks Demokratisasi 1990) CONSTRUC T VALIDITY Theoryrelated validity
CONVERGENT VALIDITY
positively correlated with similar constructs Tingkat sejauh mana hasil pengukuran suatu konsep ber-hubungan positif dengan hasil
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pengukuran konsep lain yang secara teoretis harus sama (e.g.: Index Human Freedom Index dan Civil Liberties Index) DISCRIMINANT VALIDITY
uncorrelated or negatively correlated with opposing construct - Tingkat sejauh
mana hasil pengukuran suatu konsep berbeda (tidak berkorelasi / berkorelasi negatif) dengan pengukuran konsep lain yang secara teoretis harus berbeda (Contoh: Human Freedom Index dan Totalitarianism Index)
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RELIABILITY The consistency of a measure (Bailey, 1987)
STABILITY
RELIABILITY RELIABILITY:
OVERTIME RELIABILITY: Konsistensi hasil pengukuran dari waktu ke waktu
EQUIVALENCE
OVER-RATERS/ALTERNATE
Konsistensi hasil suatu pengukuran dng. pengukuran lain yang serupa, atau dng. pengukuran yang dilakukan pengamat lain (memakai instrumen yang sama) internal
consistency (summative rating scales)
HOMOGENEITY
OVER-INDICATORS:
Konsistensi hasil pengukuran antar indikator dalam suatu instrumen pengukuran
unidimensionality SEPTEMBER2001/10/28/2008
(cumulative rating scales)
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STABILITY ESTIMATES: OVERTIME RELIABILITY Pearson’s r Correlation Coefficient
SUBJECTS A
TEST-1 ( t1 )
TEST-2 ( t2 )
X2
Y2
4.0
3.75
1600
14.06
3.0
3.00
900
9.00
3.5
3.25
1225
10.56
.5
1.75
25
3.06
1.0
2.00
100
4.00
1.5
2.25
225
5.06
2.5
3.00
625
9.00
XY
150.00 B 90.00 C 113.75 D 8.75 E 20.00 F 33.75 G 75.00 N=7 491.25
∑X= 160
∑Y= 19.00 ∑X2= 4700 ∑X2= 54.74
XY=
Pearson’s r Correlation Coefficient N∑ xy rxy =
(∑x) (∑y)
= 0.98 [ N∑x2 - (∑x)2 ] [ N∑y2 - (∑y)2 ]
Statistical significance
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∝ = 0.05 df = n - 2 = 5 rc0.05;5 = 0.74 r xy = 0.98 > rc0.05;5 ( reject H 0)
critical value significant
HOMEGENEITY ESTIMATES: INTERNAL CONSISTENCY
(summative rating scales ) • Spearman-Brown coefficient Split-half reliability coefficients rX1X2 =
2 rY1Y2 _____________ 1 + rY1Y2
rX1X2 = reliabilitas pengukuran seluruhnya rY1Y2 = korelasi antara skor belahan 1 dan 2
•
Cronbach's α
rX1X2 =
2 [ s2 - ( s2Y1 + s2Y2 ) ] ______________________ s2Y1Y2
rX1X2 = reliabilitas pengukuran seluruhnya s2Y1 = varians skor belahan 1 s2Y2 = varians skor belahan 2 SEPTEMBER2001/10/28/2008
HOMEGENEITY ESTIMATES: INTERNAL CONSISTENCY HUMAN FREEDOM INDEX Pearson’s r Correlation Coefficient
Spearman-Brown coefficient 2 rY1Y2
N∑ xy - (∑x) (∑y) rxy =
rxy =
[ N∑x2 - (∑x)2 ] [ N∑
1
y2 - (∑y)2 ]
NEGARA A B C D E F G H I J K L
Skor HFI belahan 1 (X) 14 15 4 13 12 3 14 15 4 13 12 3
Skor HFI belahan 2 ( Y)
X2
Y2
XY
14 14 5 12 14 4 14 14 5 12 14 4 ∑X2
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+ rY1Y2
∑Y2
∑XY
HOMEGENEITY ESTIMATES UNIDIMENSIONALITY
(cumulative rating scales ) COEFFICIENT OF REPRODUCIBILITY: . . . the percentage of original responses that could be reproduced by knowing the scale scores to summarize them (Babbie, 1992; p.186). Contoh penghitungan coefficient of reproducibility skala Freedom of Expression INDICATORS:
1.All dissent is forbidden and effectively supressed. Citizens are wary of criticizing the government even privately 2.Dissent is discouraged, whether by informal pressure or by systematic censorship, but control is incomplete. There is some freedom of private discussion 3.Citizens express their views on all topics without fear of punishment Observatio n pattern Scale types
Mixed types
No. of countr ies
Index score s
Scale scores
YE S 1
NO
1
0
1
0
0
Total scale errors
1
0
0
10
3
1
0
0 1 0 1
1 0 0 0
0 1 0 0
7 2 8 1
2 1 0 1
2 3 0 2
0 0 0 18
1 0 1
1 1 0
0 0 1
4 5 7 44
2 1 2
1 1 1
14 5 7
number of CoR =
errors
1number of cases x
item
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number of
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RANKING INDONESIA : CIVIL LIBERTIES - POLITICAL RIGHTS - POLYARCHY HUMAN FREEDOM CNTRY
RCIVLIB8
RPOLRIG8
RPOLY85
RHDI87
RHFI85
43.0 33.5 33.5 33.5 52.0 43.0 33.5 52.0 43.0 52.0 69.0 52.0 33.5 62.0 62.0
41.0 31.5 41.0 31.5 45.5 50.5 31.5 45.5 50.5 45.5 61.5 50.5 41.0 61.5 61.5
18.0 18.0 8.5 8.5 18.0 18.0 18.0 18.0 25.0 25.0 43.5 25.0 28.5 43.5 43.5
29.0 24.0 38.0 61.0 25.5 55.0 45.0 34.0 22.0 67.0 46.0 52.0 62.0 44.0 43.0
36.0 38.5 38.5 38.5 45.0 45.0 49.0 na 53.5 58.0 60.0 62.5 62.5 66.5 68.0
Mexico SKorea Thailand India Singapore Egypt Philippine Malaysia Chile Bangladesh Saudi Indonesia Pakistan China Libya N
=
71.0
71.0
45.0
71.0
71.0
Number of cases read:
71
Number of cases listed:
71
HUMAN FREEDOM INDEX HFI disusun sebagai suatu Summative Rating Scale (Likert-type Scale) berdasarkan 40 indikator, a.l., kebebasan untuk menyatakan pendapat, melakukan oposisi, menentukan pasangan, kebebasan dari penganiayaan, dsb. oleh Charles Humana (1986). INDICATORS
Rights to: 03. To assembly Freedom from: 07. Unlawful detention Freedom for: 19. Political SEPTEMBER2001/10/28/2008
4 Respect for rights or freedom
3 Some violations or infringement s
2 Substantial violation
1 Continuous or total denial
opposition Personal Rights 40. Homosexuality HUMAN FREEDOM INDEX (HFI): Dalam laporan tahunan UNDP, Human Development Report 1991, mempergunakan data Human Rights Rating yang disusun oleh Charles Humana (World Human Rughts Guide 1986).
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POLYARCHY INDEX Indeks Polyarchy dikembangkan sebagai Cummulative Rating Scale (Guttman-type Scale). Mengukur pluralisme politik berdasarkan keberadaan perangkat tatanan kelembagaan yang memungkinkan dan menjamin adanya oposisi publik dan hak untuk berpatisipasi dalam proses-proses politik . . . the set of institutional arrangements that permits public opposition and establishes the right to participate in politics (Coppedge and Reinicke, 1993; p.47).
CONCEPT
POLYARC HY
DIMENSI ONS
INDICATORS
FREE & FAIR ELECTION
1.No meaningful election are held 2.Marred by fraud and coercion 3.Meaningful fair election
FREEDOM OF ORGANIZA TION
1.All organizations are banned or controlled 2.Only nonpolitical organizations are allowed 3. Some independent political organizations are banned 4.Full freedom for political organization
FREEDOM OF EXPRESSIO N
1.All public dissent is suppressed 2.Some public dissent is supressed 3.Full freedom of expression
AVAILABILI
1.No public alternative to
TY OF ALTERNATI VE INFO SOURCES
official information 2.Alternative sources exist only for nonpolitical issues 3.There is preferential presentation of official views in the media 4.No preferential presentation of official views in the media
Disusun berdasarkan: Coppedge and Reinicke (1993) “Measuring Polyarchy”. In Inkeles, Inkeles, Alex (Ed.), On Measuring Democracy: Its Cosequences and Concomitants. New Brunswick, London: Transaction Publishers; pp. 47-68.
POLITICAL RIGHTS - CIVIL LIBERTIES Dua Indeks yang sebagai kombinasi dimaksudkan untuk menentukan tingkat kehidupan demokrasi. Suatu Summative Rating Scale (Likert-type Scale) yang dikembangkan oleh Raymond Gastil, berdasarkan 11 indikator Political Rights dan 14 indikator Civil Liberties ( lihat “The Comparative Survey of Freedom: Experiences and Suggestions”. In Inkeles, Inkeles, Alex (Ed.), On Measuring Democracy: Its Cosequences and Concomitants. New Brunswick, London: Transaction Publishers; pp. 21-46.).
Sample Checklist for Political Rights 1. Chief authority recently elected by a meaningful process 2. Legislature recently elected by a meaningful process Alternatives for 1 and 2: a. No choice and possibility of rejection b. No choice but some possibility of rejection c. Government or single-party selected candidates d. Choice possible only among governmentapproved candidates e. Relatively open choices possible only in local elections
f. Open choice possible within a restricted range g. Relatively open choices possible in all elections Sample Checklist for Civil Liberties 17. Free from unjustified political terror or imprisonment 18. Free trade unions, peasant organizations, or equivalent 19. Free businesses or cooperatives
- -
Correlation Coefficients - HFI85 HDI87 HFI85 -
CIVLIB88
HDI87
.6130 ( 68) P= .000
CIVLIB88
.8142 .7174 ( 68) ( 71) P= .000 P= .000
POLRIG88
.7612 ( 68) P= .000
.6706 ( 71) P= .000
.9284 ( 71) P= .000
POLY85
.7102 ( 42) P= .000
.4652 ( 45) P= .001
.8295 ( 45) P= .000
GNP6588
.1118 ( 68) P= .364 R E L I A B I L I T Y N of Cases = 86.0 Guttman Split-half = 20 Items in part 1 Alpha for part 1 =
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POLRIG88
POLY85
GNP6588
-
-
-
.7830 ( 45) P= .000
-
.3144 .1674 .2306 .2514 ( 71) ( 71) ( 71) ( 45) P= .008 P= .163 P= .053 P= .096 A N A L Y S I S S C A L E (S P L I T) N of Items = 40 .9791 Unequal-length Spearman-Brown = 20 Items in part 2 .9583 Alpha for part 2 =
.9820 .9454
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FACTORIAL VALIDITY KONFIRMASI VALIDITAS KONSTRUK PENGUKURAN MELALUI FACTOR ANALYSIS (CONFIRMATORY FACTOR ANALYSIS)
LIBERALISM – CONSERVATISM A DUALISM CONCEPT ? LIBERALISM CONSERVATISM DUALITY
CON1 LIBERALISM
CONSERVATISM DUALISM
CON2 CON3 LIB1
FACTOR . . . a construct, a hypothetical entity, a latent variable that is assumed to underlie
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LIB2 LIB3
FACTOR I FACTOR II .03513 .9476 6 .09007 .9408 2 .05609 .8541 0 .22722 .8109 1 .9434 .05173 8 .9458 .10260 4
24
tests, scales, items, and indeed, measures of almost any kind (Kerlinger, 1986; p. 569).
PRINCIPLES TO INCREASE THE RELIABILITY OF MEASURES (Neuman, 1997; pp. 147-148)
• • • •
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Clearly conceptualize all constructs Increase the level of measurements Use multiple indicators of a variable Use pretest, pilot studies, and replication
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JOB SATISFACTION SCALE (Adopted from Schuessler’s Job Satisfaction Scale. In Miller, 1991; p.453)
SD A 5
Statements
DA 4
N 3
A 2
SA 1
1. There is too little variety in my job 2. I tend to get bored on the job 3. There must be better places to work 4. I would like more freedom on the job 5. I have to small a share in deciding matters that affect my work 6. My job means more to me than just money* 7. I am not satisfied with the the work I do 8. My job gives me a chance to do what I do best* 9. People feel like they belong where I work* *Positive statements 12 Oct 98 SPSS for MS WINDOWS Release 6.0
Statistics for SCALE Improve98/10/28/2008
Mean 31.4733
Variance 4.2743
Std Dev 2.0674
Page 1
N of Variables 9 26
N of Cases =
129.0
JOB SATISFACTION SCALE R E L I A B I L I T Y
Reliability Coefficients N of Cases = 129.0
A N A L Y S I S
Alpha =
-
S C A L E
N of Items =
(A L P H A) 9
.6198
Item-total Statistics
Q1 Q2 Q3 Q4 Q5 Q6 Q7 Q8
Scale Mean if Item Deleted
Scale Variance if Item Deleted
28.0275 27.9570 27.9612 27.9756 27.9054 27.9399 28.1163 27.9008
3.5993 3.3573 3.2213 2.4755 3.2929 3.2890 3.2524 4.5462
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Corrected ItemTotal Correlation .1503 .5014 .5466 .7012 .3719 .5468 .5300 -.3015
Alpha if Item Deleted .6419 .5462 .5301 .4419 .5719 .5347 .5350 .6782 27
Q9
28.0023
4.8057
-.4374
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JOB SATISFACTION SCALE R E L I A B I L I T Y
A N A L Y S I S
-
S C A L E
(A L P H A)
Item-total Statistics
Q2 Q3 Q4 Q5 Q6 Q7
Scale Mean if Item Deleted
Scale Variance if Item Deleted
17.4627 17.4658 17.4873 17.4181 17.4485 17.6254
3.6783 3.5845 2.4132 2.9834 3.1811 3.2917
Corrected ItemTotal Correlation
Alpha if Item Deleted
.3779 .3960 .8262 .6503 .7433 .6072
.8343 .8326 .7372 .7829 .7700 .7938
Reliability Coefficients N of Cases = Improve98/10/28/2008
130.0
N of Items =
6 28
Alpha =
.8241
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WORDING EFFECTS IN REFERENDUM % Differences b/w cons and pros Common Market Should the United Kingdom come out of the Common Market?
The Government recommends the acceptance of the renegotiated terms of British membership of the Common Market. Should the United Kingdom stay in the Common Market? Her Mayesty’s government believes that the nation’s best interests would be served by accepting the favourably Improve98/10/28/2008
+ 10.8 - 11.2
- 16.2 29
negotiated terms of our continued membership of the Common Market. Should the United Kingdom stay in the Common Market Source: Butler and Kitzinger (1976; p.60)
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BEBERAPA PRINSIP PENYUSUNAN INSTRUMEN PERTANYAAN (Sumber: Neuman, 1997; pp.223-237)
• Avoid jargon, slang, and abbreviations “Apakah suami anda memperlihatkan gejala Oedipus complex?”
• Avoid ambiguity, confusion, and vagueness “Apakah anda berolahraga secara teratur?”
• Avoid emotional language and prestige bias “Kalangan berpendidikan umumnya setuju agar film-film televisi bertema kekerasan dan sex dilarang. Apakah anda setuju dengan pelarangan film-film televisi seperti itu?”
• Avoid double-barreled questions “Apakah anda setuju dengan rencana untuk menyelenggarakan Sidang MPR bulan Oktober 1998 dan Pemilihan Umum bulan Mei 1999?”
• Avoid leading questions “Haruskah pemerintah mengucurkan dana lebih banyak lagi untuk mengamankan jalanan ibukota yang semakin rawan kejahatan?”
• Avoid asking questions that are beyond respondents’ capabilities “Berapa menitkah rata-rata anda menonton televisi selama tiga bulan terakhir ini?”
• Avoid false premises “Pemda telah terlalu banyak memberi layanan kepada masyarakat. Apakah anda setuju layanan tersebut dikurangi demi menghemat biaya?” Improve98/10/28/2008
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• Avoid overlapping or unbalanced “Bagaimanakah penilaian anda terhadap kinerja pimpinan anda? Luar biasa, istimewa, sangat bagus, bagus, atau memuaskan?
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