scholarly journals PSYCHOMETRIC PROPERTIES OF SPIRITUAL INDEX OF WELL-BEING AMONG FILIPINO WOMEN WITH BREAST CANCER

2020 ◽  
Vol 6 (5) ◽  
pp. 177-181
Author(s):  
Gil P Soriano
Keyword(s):  
Breast Cancer ◽  
Factor Analysis ◽  
Confirmatory Factor Analysis ◽  
Content Validity ◽  
Well Being ◽  
Mean Square ◽  
Validity Index ◽  
Filipino Women ◽  
Confirmatory Factor ◽  
Fit Index

Background: Breast cancer patients need to be treated not only physically and emotionally but also spiritually. Hence, the assessment of the spirituality of patients is essential to provide holistic nursing care. However, there was no culturally valid and reliable instrument that measures spirituality among Filipino women with breast cancer.Objective: The study was conducted to determine the psychometric properties of the spiritual index of well-being among Filipino women with breast cancer.Methods: A descriptive cross-sectional design was utilized in the study, and a sample of 170 Filipino women with breast cancer were included. The World Health Organization guidelines were used to translate the original instrument to Filipino, and content validity was computed using the Davis technique. Also, confirmatory factor analysis with maximum likelihood estimation was performed to assess the construct validity of the instrument. Cronbach’s α and item-total correlations were done to assess the internal consistency of the Filipino version of the spiritual index of well-being.Results: The Filipino version of the spiritual index of well-being had an item content validity index (I-CVI) ranging from 0.86 to 0.92 and a scale content validity index (S-CVI) of 0.95. The confirmatory factor analysis (CFA) showed factor loadings of 0.42 to 0.72. Also, the CFA model revealed a 𝜒2/df = 2.51, root mean square error of approximation= 0.074, comparative fit index= 0.091, goodness of fit index=0.98, Tucker-Lewis index= 0.93, incremental fit index= 0.91, and standard root mean square residual== 0.072.Conclusion: The Filipino version of the spiritual index of well-being was cross-culturally valid and reliable in measuring the spiritual index of well-being among Filipino women with breast cancer.

The Self-Transcendence Scale

2011 ◽  
Vol 30 (3) ◽  
pp. 147-159 ◽  
Author(s):  
Gørill Haugan ◽  
Toril Rannestad ◽  
Helge Garåsen ◽  
Randi Hammervold ◽  
Geir Arild Espnes
Keyword(s):  
Factor Analysis ◽  
Confirmatory Factor Analysis ◽  
Goodness Of Fit ◽  
Factor Model ◽  
Well Being ◽  
The Self ◽  
Mean Square ◽  
Confirmatory Factor ◽  
Self Transcendence ◽  
Fit Index

Purpose: Self-transcendence, the ability to expand personal boundaries in multiple ways, has been found to provide well-being. The purpose of this study was to examine the dimensionality of the Norwegian version of the Self-Transcendence Scale, which comprises 15 items. Background: Reed’s empirical nursing theory of self-transcendence provided the theoretical framework; self-transcendence includes an interpersonal, intrapersonal, transpersonal, and temporal dimension. Design: Cross-sectional data were obtained from a sample of 202 cognitively intact elderly patients in 44 Norwegian nursing homes. Results: Exploratory factor analysis revealed two and four internally consistent dimensions of self-transcendence, explaining 35.3% (two factors) and 50.7% (four factors) of the variance, respectively. Confirmatory factor analysis indicated that the hypothesized two- and four-factor models fitted better than the one-factor model (c x2, root mean square error of approximation, standardized root mean square residual, normed fit index, nonnormed fit index, comparative fit index, goodness-of-fit index, and adjusted goodness-of-fit index). Conclusions: The findings indicate self-transcendence as a multifactorial construct; at present, we conclude that the two-factor model might be the most accurate and reasonable measure of self-transcendence. Implications: This research generates insights in the application of the widely used Self-Transcendence Scale by investigating its psychometric properties by applying a confirmatory factor analysis. It also generates new research-questions on the associations between self-transcendence and well-being.

scholarly journals Physician Mental Workload Scale in China: Development and Psychometric Evaluation

BMJ Open ◽  
2019 ◽  
Vol 9 (10) ◽  
pp. e030137 ◽  
Author(s):  
Chuntao Lu ◽  
Yinhuan Hu ◽  
Qiang Fu ◽  
Samuel Governor ◽  
Liuming Wang ◽  
...  
Keyword(s):  
Factor Analysis ◽  
Confirmatory Factor Analysis ◽  
Correlation Coefficient ◽  
Content Validity ◽  
Mental Workload ◽  
Reliability And Validity ◽  
Correlation Coefficients ◽  
Public Hospitals ◽  
Validity Index ◽  
Confirmatory Factor

ObjectiveThe purpose of our study is to develop a mental workload scale for physicians in China and assess the scale’s reliability and validity.DesignThe instrument was developed over three phases involving 396 physicians from different tiers of comprehensive public hospitals in China. In the first phase, an initial item pool was developed through a systematic literature review. The second phase consisted of two rounds of Delphi expert consultations and a pilot survey. The third phase tested the reliability and validity of the instrument.SettingPublic hospitals in China.ParticipantsA total of 396 physicians from different tiers of comprehensive public hospitals in China participated in this study in 2018.Primary and secondary outcome measuresCronbach’s α, content validity index, item-total score correlation coefficient, dimension-total score correlation coefficient and indices of confirmatory factor analysis.ResultsSix dimensions (mental demands, physical demands, temporal demands, perceived risk, frustration level and performance) and 12 items were identified in the instrument. For reliability, Cronbach’s α for the whole scale was 0.81. For validity, the corrected item-content validity index of each item ranged from 0.85 to 1, item-total score correlation coefficients ranged from 0.31 to 0.75, and the correlation coefficients between the dimensions and total score ranged from 0.37 to 0.72. The results of the confirmatory factor analysis showed that the goodness-of-fit indices of the scale were satisfactory.ConclusionThe instrument showed good reliability and validity, and it is useful for diagnosing the mental workload of physicians.

Adaptation of the Competencies for Disaster Nursing Management Questionnaire: Turkish Version

2021 ◽  
pp. 1-7
Author(s):  
Utku Durgut ◽  
Tulin Yildiz
Keyword(s):  
Factor Analysis ◽  
Confirmatory Factor Analysis ◽  
Content Validity ◽  
Goodness Of Fit ◽  
Measurement Tool ◽  
Nursing Management ◽  
Validity And Reliability ◽  
Validity Index ◽  
Content Validity Index ◽  
Confirmatory Factor

Abstract Objective: This study aimed to carry out the validity and reliability study for the adaptation of the Competencies for Disaster Nursing Management Questionnaire (CDNMQ), which was developed by Al Thobaity and others in 2016, (https://pubmed.ncbi.nlm.nih.gov/26778698/) to Turkish, and to be able to use in the nursing literature. Method: This study was conducted in a methodological approach. The scale used in this study was a 10-point Likert scale with 43 items and 3 subfactors. The questionnaire was applied to 450 nurses. The validity and reliability of the scale were evaluated using the exploratory and confirmatory factor analysis. The content validity index was measured within the scope of the internal consistency measurements, and the Pearson’s product-moment correlation coefficient was examined for the test-retest. Results: The content validity index score was found to be 0.98. As a result of the confirmatory factor analysis of the CDNMQ, it was found that the 3-factor structure of the scale was valid and the goodness of fit tests was appropriate. Conclusion: The findings have shown that the CDNMQ study is similar to the original scale and an adequate measurement tool in determining competencies in disaster nursing management.

The Psychometric Properties of the Difficult Behavior Self-Efficacy Scale

2010 ◽  
Vol 27 (3) ◽  
pp. 191-207 ◽  
Author(s):  
Hyun-Kyoung Oh ◽  
Francis M. Kozub
Keyword(s):  
Factor Analysis ◽  
Confirmatory Factor Analysis ◽  
Psychometric Properties ◽  
Root Mean Square ◽  
Internal Consistency ◽  
Self Efficacy ◽  
Mean Square ◽  
Two Samples ◽  
Confirmatory Factor ◽  
Fit Index

The study was designed to estimate the psychometric properties of Hastings and Brown’s (2002a) Difficult Behavior Self-efficacy Scale. Participants were two samples of physical educators teaching in Korea (n = 229) and the United States (U.S.; n = 139). An initial translation of the questionnaire to Korean and pilot study were conducted along with the larger study using a confirmatory factor analysis procedure. Internal consistency estimates (weighed Omega) for the five-item scale were 0.88 both the Korean and U.S. samples. The average variances extracted for the one factor were 0.59 for the total data set and 0.57 each for the Korean and U.S. samples. Confirmatory factor analysis supported a five-item, unidimensional model for self-efficacy for the total sample: Goodness of Fit Index (GFI) = 0.97, Nonnormed Fit Index (NNFI) = 0.95, Comparative Fit Index (CFI) = 0.98, and Standardized Root Mean Square Residual (SRMR) = 0.03. Only the Root Mean Square Error of Approximation (RMSEA = 0.12) fell below criterion levels of acceptable fit, with similar fit indices occurring in separate analyses of the Korean and U.S. samples. Invariance testing across the two samples supported metric invariance (similarity of factor loadings) but not scalar invariance (U.S. means higher on all five items). The factor structure for the self-efficacy scale provides an initial estimate of validity and internal consistency for use with different teacher groups.

scholarly journals Validity and reliability of Turkish version of “Paternal Antenatal Attachment Questionnaire”

2021 ◽  
Vol 18 (1) ◽  
pp. 1-11
Author(s):  
Duygu Güleç Şatır ◽  
Oya Kavlak
Keyword(s):  
Factor Analysis ◽  
Confirmatory Factor Analysis ◽  
Factor Structure ◽  
Content Validity ◽  
Validity And Reliability ◽  
Turkish Version ◽  
Validity Index ◽  
Confirmatory Factor ◽  
Expectant Fathers ◽  
Antenatal Attachment

Objective:The study was carry out in order to evaluate the validity and reliability of Paternal-Antenatal Attachment Questionnaire. Method: Research was made with 155 expectant fathers who attended routine pregnancy controls with their partners in a obstetric and gynecology clinic in Izmir, were literate, aged 18 or older and without any health risk of fetus. Data were collected by  information form and Paternal-Antenatal Attachment Questionnaire by developed Condon in 1993. İnitially the language validity of the scale was made by using the translation-back translation method with five experts. The Turkish version of the scale was presented to the opinion of ten experts using Davis technique for the content validity and content validity index was calculated. Factor structure was tested.by exploratory and confirmatory factor analysis. In the confirmatory factor analysis, structural equation modelling fit indices were examined. Findings: Content validity index of each item was determined to vary between .80–1.00. As a result of exploratory factor analysis, a two-factor structure explaining 36.54% of the total variance of the scale was determined. Factor loads vary between 0.41-0.84 in the one dimension and 0.30-0.82 in the another dimension. Confirmatory factor analysis showed that this two-factor structure was appropriate (RMSEA 0.044, GFI 0.912, AGFI 0.880 χ2/df ise 1.298(p=0.025).  The Cronbach’s alpha value of scale was 0.79. Conclusions: The two-factor structure of the scale, as “attachment quality” and “time spent of attachment mode” is valid and reliable for the use of expectant fathers’ Turkish society. ​Extended English summary is in the end of Full Text PDF (TURKISH) file.   Özet Amaç: Araştırma “Paternal Antenatal Bağlanma Ölçeği”nin geçerlik ve güvenirliğini incelemek amacıyla gerçekleştirilmiştir. Yöntem: Araştırma İzmir’de bir kadın doğum kliniğine, eşleriyle birlikte rutin gebelik kontrollerine katılan, okuma yazma bilen, 18 yaş üzeri ve fetüste herhangi sağlık riski bulunmayan 155 baba adayı ile gerçekleştirilmiştir. Veriler sosyodemografik bilgi formu ve Condon tarafından 1993 tarihinde geliştirilmiş olan  “Paternal Antenatal Bağlanma Ölçeği” ile toplanmıştır. Öncelikle beş uzman ile çeviri-geri çeviri yöntemi kullanılarak ölçeğin dil geçerliği yapılmıştır. Türkçe son hali oluşturulmuş ölçek kapsam geçerliliği için Davis tekniği kullanılarak on alan uzmanın görüşüne sunulmuş ve kapsam geçerlik indeksi hesaplanmıştır. Açımlayıcı ve doğrulayıcı faktör analizi ile ölçeğin faktör yapısı değerlendirilmiştir. Doğrulayıcı faktör analizi için yapısal eşitlik modeli uyum indeksleri incelenmiştir. Ölçeğin güvenirlik analizinde cronbach alfa güvenirlik katsayısı ve madde toplam kolelasyon değerleri hesaplanmıştır. Bulgular: Kapsam geçerlik indeksi sonucu her bir maddenin 0,80-1,00 arasında değiştiği belirlenmiştir. Açımlayıcı faktör analizi ile ölçeğin toplam varyansının % 36.54’ünü açıklayan iki faktörlü bir yapı belirlenmiştir. Faktör yükleri ilk boyutta 0.41- 0.84 arasında değişirken diğer boyutta 0.30-0.82 değerleri arasında değişmektedir. Doğrulayıcı faktör analizi bu iki faktörlü yapının uygun olduğunu göstermiştir (RMSEA 0.044, GFI 0.912, AGFI 0.880  χ2/df ise 1.298(p=0.025). Ölçeğin Cronbach’s Alpha değeri 0.79 bulunmuştur. Sonuç: “Bağlanma kalitesi” ve “bağlanmaya yönelik geçirilen zaman” olmak üzere iki faktörlü yapıdan oluşan ölçek Türk toplumunda bebek bekleyen baba adaylarının kullanılması için geçerli ve güvenilirdir.

scholarly journals Validity and reliability of the Turkish version of the lymphedema symptom intensity and distress survey

2021 ◽  
Vol 67 (4) ◽  
pp. 428-438
Author(s):  
Zeynep Deveci ◽  
Özgül Karayurt ◽  
Buket Çelik ◽  
Sibel Eyigör
Keyword(s):  
Breast Cancer ◽  
Factor Analysis ◽  
Confirmatory Factor Analysis ◽  
Content Validity ◽  
Validity And Reliability ◽  
Turkish Version ◽  
Cronbach Alpha ◽  
Symptom Intensity ◽  
Confirmatory Factor ◽  
Parallel Forms

Objectives: This study aims to adapt the Lymphedema Symptom Intensity and Distress Survey- Arm (LSIDS-Arm) into Turkish and to test its validity and reliability. Patients and methods: Between September 2017 and July 2018, this descriptive, methodological study included a total of 186 women (mean age: 55.4±10.2 years; range, 20 to 80 years) who were diagnosed with breast cancer-related lymphedema (BCRL) and followed in the lymphedema outpatient clinic. Data were collected using sociodemographic and clinical features form, LSIDS-Arm, and Functional Assessment of Cancer Treatment-Breast Cancer Scale+4 (FACT-B+4). After the linguistic and content validity of the scale was achieved, confirmatory factor analysis and known-groups validation were utilized to test the construct validity. Reliability of the survey was tested using the Cronbach alpha and Spearman Brown coefficient, item analysis, and parallel forms reliability. Results: All patients completed the questionnaire. After achievement of linguistic and content validity, confirmatory factor analysis results were found to be higher than the accepted value. Known-groups validation revealed a significant difference in the mean scores for the intensity and distress scales between the patients with and without lymphedema. Cronbach alpha for the subscales ranged from 0.61 to 0.86. Parallel forms reliability showed a moderate, significant correlation between subscales of the intensity and distress scales of the survey and the subscales of FACT-B+4. Conclusion: The Turkish version of the survey is valid and reliable and can be used to evaluate symptoms, severity of symptoms, and distress caused by BCRL symptoms in the Turkish women.

scholarly journals Validation and Reliability of the Chinese Version of the Miller Behavioral Style Scale

2020 ◽  
Author(s):  
Qiqi Zhuo ◽  
Hongmin Liang ◽  
Yangjuan Bai ◽  
Qiulan Hu ◽  
Ardani Latifah Hanum ◽  
...  
Keyword(s):  
Factor Analysis ◽  
Health Education ◽  
Confirmatory Factor Analysis ◽  
Factor Structure ◽  
Content Validity ◽  
Information Seeking ◽  
Alpha Coefficient ◽  
Validity Index ◽  
Behavioral Style ◽  
Confirmatory Factor

Abstract Objectives: To test the psychometric properties of the Chinese version of Miller Behavioral Style Scale(C-MBSS).Methods: The forward-back-translation procedure was adopted in the translation of the Miller Behavioral Style Scale. Content validity was assessed in a panel of experts. In a sample of 1343 individuals, reliability and construct validity were assessed using Cronbach’s alpha coefficient and factor analysis. For exploratory factor analysis, parallel analysis was used to decide number of factors, principal axis factoring and direct oblimin rotation method were used to select factor. For confirmatory factor analysis, structural equation modelling was established to verify the extracted factor structure.Results: The C-MBSS achieved conceptual and semantic equivalence with the original scale. The item content validity index(I-CVI) of each item ranged from 0.78 to 1, and the averaging scale content validity index(S-CVI/ Ave) was 0.95. The cronbach`s alpha coefficient for the scale and sub-scales were over 0.6. The exploratory factor analysis resulted in 2-factor assumption for each hypothetical threat-evoking scenario. Confirmatory factor analysis provided confirmatory evidence for the second-order factor structure of 2-factor solution (Monitoring and Blunting) and demonstrated a good fit between theoretical model and data. Conclusions: This study verified the psychometric properties of the C-MBSS and indicated that the C-MBSS can be used to identify individual`s information-seeking style in Chinese population. With the use of the C-MBSS, health care professionals in China can deliver health education based on patients’ information-seeking behavior, which can improve the effect of health education and patients’ health outcomes.

scholarly journals VALIDITAS KONSTRAK INSTRUMEN ADAPTABILITAS KARIER BIDANG KELISTRIKAN

2018 ◽  
Vol 2 (1) ◽  
Author(s):  
Muhammad Yafie Nuha
Keyword(s):  
Factor Analysis ◽  
Confirmatory Factor Analysis ◽  
Root Mean Square Error ◽  
Mean Square Error ◽  
P Value ◽  
Mean Square ◽  
Chi Square ◽  
Significance Level ◽  
Confirmatory Factor ◽  
Fit Index

AbstractThis research aims to get a proof of the validity career adapt-ability scale in the field of electrical construction. The samples in this research are electrical engineering education students, amounting to 146 students. The data analysis technique used in this research is second order confirmatory factor analysis (CFA). The compatibility of theoretical models with empirical data is determined with the coefficients of Chi-Square, p-value, CFI (Comparative Fit Index), and RMSEA (Root Mean Square Error of Approximation). The validity of each item in the career adapt-ability scale is determined with the value of factor loading, t value, and the significance level. Item is considered valid if the factor load is more than 0.3, the t-value is greater than 1.96, and the significance level is less than 5%. The validity of each factor of career adapt-ability is determined with CR (Construct Reliability) and average variance extracted (AVE). Based on the results of the analysis, it is found that the career adapt-ability instrument in the field of electricity consists of 20 items representing four factors, namely concern, control, curiosity, and confidence are categorized valid. Keywords: Construct Validity, Confirmatory Factor Analysis, and Career Adaptability. AbstrakPenelitian ini bertujuan untuk memperoleh bukti validitas instrumen pengukur konstrak adaptabilitas karier bidang kelistrikan. Sampel dalam penelitian adalah mahasiswa pendidikan teknik elektro yang berjumlah 146 mahasiswa. Teknik analisis data yang digunakan dalam penelitian ini adalah analisis faktor konfirmatori orde kedua. Kesusuaian model teoritis dengan data empiris ditentukan dengan melihat koefisien Chi-Square, p-value, CFI (Comparatie Fit Index), dan RMSEA (Root Mean Square Error of Approxiamation). Validititas tiap item dalam konstrak adaptabilitas karier ditentukan dengan melihat nilai muatan faktor, nilai t, dan taraf signifikasinsi. Item dianggap valid jika muatan faktor lebih dari 0,3, nilai-t lebih besar daripada 1,96, dan taraf signifikansi kurang dari  5%. Validitas tiap faktor dari adaptabilitas karier ditentukan dengan melihat nilai CR (Construct Reliability) dan rerata varian terekstrak. Berdasarkan hasil analisis diperoleh bahwa instrumen adaptabilitas karier bidang kelistrikan terdiri atas 20 butir yang mewakili empat faktor, yaitu perhatian, kontrol, kengintahuan, dan kepercayaan  dapat dinyatakan valid.   Kata Kunci: Validitas Konstrak, Analisis Faktor Konfirmatori, dan Adaptabilitas Karier.

Validation of the Mindful Self-Care Scale (MSCS) and development of the Brief-MSCS among hospice and healthcare professionals: a confirmatory factor analysis approach to validation

2019 ◽  
Vol 17 (6) ◽  
pp. 628-636
Author(s):  
Jason T. Hotchkiss ◽  
Catherine P. Cook-Cottone
Keyword(s):  
Factor Analysis ◽  
Confirmatory Factor Analysis ◽  
Root Mean Square Error ◽  
Mean Square Error ◽  
Healthcare Professionals ◽  
Self Care ◽  
Mean Square ◽  
Chi Square ◽  
Confirmatory Factor ◽  
Fit Index

AbstractObjectiveIn the emotionally intense field of healthcare, the ability to peacefully inhabit one's body, maintain good boundaries, and be fully present during care is essential. This study aimed to validate the recently developed Mindful Self-Care Scale (MSCS) among hospice and healthcare professionals and develop a brief version of the 33-item MSCS.MethodA sample of hospice and healthcare professionals from all 50 states (n = 858) was used. A confirmatory factor analysis was run using a rigorous methodology for validation and item reduction to develop a brief version of the 33-item MSCS. The brief MSCS (B-MSCS) was developed by identifying items for exclusion through examination of conceptual overlap, descriptive statistics by detecting sources of improvement model fit using confirmatory factor analysis. Model modifications were done sequentially and with regard to theoretical considerations.ResultThe existing model, 33-item MSCS with six subscales, had good fit to the data with all indicators in acceptable ranges (chi-square/df = 3.08, df (480), p < 0.01, root mean square error of approximation = 0.059, comparative fit index = 0.915, Tucker and Lewis's index of fit = 0.907). Nine items were excluded on the basis of very low loadings and conceptual and empirical overlap with other items.Significance of resultsThe final 24-item, B-MSCS model was consistent with the original conceptual model and had a closer fit to the data (chi-square/df = 1.85, df (215), p < 0.01, root mean square error of approximation = 0.041, comparative fit index = 0.961, Tucker and Lewis's index of fit = 0.955). In addition, the reliability, construct, and concurrent validity of the MSCS and B-MSCS were in the acceptable and good ranges, respectively. Mean and standard deviation of the MSCS and B-MSCS scores were similar; B-MSCS mean scores well approximated the MSCS scores. Informal mindful self-care, in the process of everyday life, was practiced more regularly and associated with increased wellness and reduced burnout risk than formal mind-body practices.

scholarly journals KONSTRUK KINERJA KEPALA SEKOLAH DASAR DI DAERAH ISTIMEWA YOGYAKARTA

2013 ◽  
Vol 11 (1) ◽  
Author(s):  
Samsul Hadi
Keyword(s):  
Factor Analysis ◽  
Confirmatory Factor Analysis ◽  
Root Mean Square Error ◽  
Mean Square Error ◽  
Root Mean Square ◽  
Goodness Of Fit ◽  
Second Order ◽  
Mean Square ◽  
Confirmatory Factor ◽  
Fit Index

Penelitian ini bertujuan untuk mengetahui model konstruk dan struktural kinerja kepala sekolah. Hasil penelitian ini diharapkan dapat memberi sumbangan terhadap pengukuran kinerja kepala sekolah di masa yang akan datang. Penelitian ini merupakan penelitian expost facto dengan populasi guru dan kepala sekolah dasar di Daerah Istimewa Yogyakarta. Sampel sebanyak 1239 guru dan 208 kepala sekolah dasar dipilih secara acak. Data guru dan kepala sekolah dianalisis dengan Second-Order Confirmatory Factor Analysis (Second-Order CFA) secara terpisah dan divalidasi silang dengan multi-sample CFA. Pengujian kecocokan model dilakukan menggunakan χ2 Satorra-Bentler dengan taraf signifikansi 5%, Comparative Goodness of Fit Index (CFI), dan Root Mean Square Error Approximation (RMSAE). Hasil penelitian menunjukkan hal-hal sebagai berikut. 1) Kinerja kepala sekolah mempunyai dimensi kepemimpinan, manajemen, dan kepribadian. 2) Berdasarkan data kepala sekolah, koefisien jalur dari dimensi dan muatan faktor dari indikator yang ada dalam model cukup tinggi, bernilai positif, dan signifikan. 3) Hasil validasi silang model konstruk kinerja kepala sekolah menggunakan data guru dan data kepala sekolah menunjukkan tidak ada perbedaan model. Kata kunci: model konstruk, persamaan pengukuran, persamaan struktural, kinerja kepala sekolah

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