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April 2012 Volume 15 Number 2 - Educational Technology & Society

April 2012 Volume 15 Number 2 - Educational Technology & Society

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Table 2. Analysis of reliability and validity<br />

Dimension Cronbach’s alpha coefficient Variance explained<br />

Vision, planning and management .96 21.148%<br />

Staff development and training .90 11.958%<br />

Technological and infrastructure support .92 <strong>15</strong>.430%<br />

Evaluation and research .96 <strong>15</strong>.858%<br />

Interpersonal and communication skills .93 14.573%<br />

Hardware and software operation .94 24.474%<br />

Law and ethics .90 13.304%<br />

Technological integration .91 22.055%<br />

Management and assessment .90 10.375%<br />

Teaching-material preparation .92 12.726%<br />

Applications of teaching skills .88 22.082%<br />

Classroom management .93 10.029%<br />

Teaching assessment .89 11.314%<br />

Self-efficacy and belief .95 19.060%<br />

Data analysis<br />

This research empirically investigated the relationships among principals’ technological leadership, teachers’<br />

technological literacy, and teaching effectiveness and tested the structural equation model (SEM). SPSS was used to<br />

calculate scale reliabilities (the Cronbach’s alpha) and to perform factor analyses. The final SEM model was done<br />

with LISREL.<br />

Results<br />

SEM lets researchers simultaneously define and measure multidimensional constructs (e.g., principals’ technological<br />

leadership). The fit of the model to the data was assessed with SEM fit indices. The Chi-Square value was 271.97<br />

with 74 degrees of freedom and significance (p=.00). The NFI, NNFI, PNFI, CFI, SRMR, GFI, AGFI and PGFI<br />

values were .98, .99, .80, .99, .043, .93, .90 and .66, respectively. The Critical N was 204.42. The results of these<br />

common fit indices (see table 3) clearly indicated that the model fit these observed data quite well.<br />

Table 3. Assessment of overall model fit<br />

Fit Indices Ideal fit index Results<br />

Degrees of Freedom=74<br />

Absolute fit indices<br />

Chi-Square Not significant 271.97 (p=.00)<br />

GFI >.90 .93<br />

AGFI >.90 .90<br />

SRMR ≦.05 .043<br />

Comparative fit indices<br />

NNFI >.90 .99<br />

CFI >.90 .99<br />

NFI >.90 .98<br />

Parsimonious fit indices<br />

PNFI >.50 .80<br />

PGFI >.50 .66<br />

Critical N >200 204.42<br />

After ensuring that the model fit the data, the standardized parameter estimates were considered in the model. As<br />

shown in Figure 2, the parameter estimates for the five constructs (i.e., vision, planning and management; staff<br />

development and training; technological and infrastructure support; research and evaluation; interpersonal and<br />

334

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