Kmo Coefficient And Bartlett'S Scale Component



Factor


Encryption


Observation variable

Variable correlation coefficient

total

Alpha if variable type

Successful implementation of eCRM solution α=0.840

TC2

The solution is deployed on schedule.

,754

,762

TC3

Cost of implementing the solution is guaranteed according to the estimated budget

,617

,822


TC4

The solution has full features to meet the actual requirements of functional units in the bank.


,623


,821

Customer relationship effectiveness α=0.824

HQ1

Customer satisfaction

,743

,749

HQ2

Customer loyalty

,612

,790

HQ3

Customer trust

,611

,791

HQ4

Customer Commitment

,562

,804

HQ5

Customer's willingness to recommend to others

,563

,804

Maybe you are interested!

Kmo Coefficient And BartlettS Scale Component

Source: Compiled from author's research data


Appendix 7. Exploratory factor analysis


Table 1. KMO coefficient and Bartlett's scale components


KMO and Bartlett's Test

Kaiser-Meyer-Olkin Measure of Sampling Adequacy.

,794


Bartlett's Test of Sphericity

Approx. Chi-Square

3769,774

df

351

Sig.

,000

Source: Compiled from author's research data

Table 2. Table of variance extracted from the first EFA analysis


Total Variance Explained


Factor


Initial Eigenvalues


Extraction Sums of Squared Loadings

Rotation Sums of

Squared Loadings a

Total

% of

Variance

cumulative

%

Total

% of

Variance

cumulative

%

Total

1

5,614

20,793

20,793

5,236

19,393

19,393

3,544

2

2,630

9,742

30,534

2,341

8,672

28,065

3,407

3

2,622

9,712

40,247

2,239

8,291

36,356

3,218

4

2,084

7,719

47,965

1,731

6,411

42,767

2,606

5

1,916

7,096

55,061

1,501

5,558

48,325

2,328

6

1,675

6,205

61,266

1,306

4,837

53,162

2,761

7

1,616

5,986

67,252

1,153

4,272

57,435

2,450

8

,880

3,259

70,511





9

,861

3,190

73,701





10

,750

2,776

76,477





11

,725

2,685

79,162





12

,585

2,166

81,328





13

,548

2,029

83,357





14

,485

1,797

85,154





15

,463

1,715

86,868






Total Variance Explained


Factor


Initial Eigenvalues


Extraction Sums of Squared Loadings

Rotation Sums of Squared

Loadings a


Total

% of

Variance

cumulative

%


Total

% of

Variance

cumulative

%


Total

1

5,614

20,793

20,793

5,236

19,393

19,393

3,544

2

2,630

9,742

30,534

2,341

8,672

28,065

3,407

3

2,622

9,712

40,247

2,239

8,291

36,356

3,218

4

2,084

7,719

47,965

1,731

6,411

42,767

2,606

5

1,916

7,096

55,061

1,501

5,558

48,325

2,328

6

1,675

6,205

61,266

1,306

4,837

53,162

2,761

7

1,616

5,986

67,252

1,153

4,272

57,435

2,450

16

,442

1,636

88,505





17

,402

1,490

89,995





18

,395

1,462

91,456





19

,348

1,290

92,746





20

,330

1,223

93,969





21

,303

1,123

95,092





22

,287

1,061

96,153





23

,252

,932

97,084





24

,239

,885

97,970





25

,212

,787

98,756





26

,185

,686

99,442





27

,151

,558

100,000





Extraction Method: Principal Axis Factoring.

a. When factors are correlated, sums of squared loadings cannot be added to obtain a total variance.

Source: Compiled from author's research data


Table 3. Results of the first exploratory factor analysis


Pattern Matrix a


Factor

1

2

3

4

5

6

7

HT 4

,929







HT 1

,898







HT 3

,772







HT 2

,711







TV 2


,857






TV 3


,769






TV 5


,747






TV 1


,706






TV 4


,325






CL 1



,878





CL 4



,852





CL 3



,707





CL 2



,484





CK 3




,897




CK 1




,889




CK 2




,750




VH 1





,860



VH 4





,823



VH 2





,748



DA 1






,930


DA 4






,606


DA 3






,606


DA 2






,494


DL 2







,734

DL 1







,711

DL 3







,671

DL 5







,398

Extraction Method: Principal Axis Factoring.

Rotation Method: Promax with Kaiser Normalization.


a. Rotation converged in 6 iterations.

Source: Compiled from author's research data

Table 4. Results of the second exploratory factor analysis


KMO and Bartlett's Test

Kaiser-Meyer-Olkin Measure of Sampling Adequacy.

,792


Bartlett's Test of Sphericity

Approx. Chi-Square

3723,144

df

325

Sig.

,000


Total Variance Explained


Factor


Initial Eigenvalues


Extraction Sums of Squared Loadings

Rotation Sums of Squared

Loadings a

Total

% of Variance

cumulative

%

Total

% of Variance

cumulative

%

Total

1

5,538

21,299

21,299

5,168

19,878

19,878

3,530

2

2,627

10,105

31,404

2,340

8,999

28,876

3,266

3

2,591

9,965

41,368

2,213

8,512

37,389

3,212

4

2,080

7,999

49,368

1,722

6,623

44,012

2,601

5

1,862

7,161

56,528

1,468

5,645

49,657

2,332

6

1,669

6,421

62,949

1,306

5,023

54,680

2,750

7

1,616

6,215

69,165

1,155

4,441

59,121

2,439

8

,870

3,346

72,511





9

,760

2,925

75,436





10

,734

2,823

78,259





11

,591

2,273

80,532





12

,549

2,110

82,642





13

,489

1,882

84,524





14

,463

1,781

86,306





15

,448

1,722

88,028





16

,403

1,549

89,577





17

,395

1,518

91,095





18

,348

1,339

92,435





19

,332

1,279

93,713





20

,305

1,173

94,886





21

,289

1,112

95,998





22

,252

,968

96,965





23

,239

,920

97,885





24

,212

,817

98,702





25

,187

,718

99,420





26

,151

,580

100,000





Extraction Method: Principal Axis Factoring.

a. When factors are correlated, sums of squared loadings cannot be added to obtain a total variance.


Pattern Matrix a


Factor

1

2

3

4

5

6

7

HT 4

,928







HT 1

,898







HT 3

,771







HT 2

,712







TV 2


,870






TV 3


,775






TV 5


,721






TV 1


,699






CL 1



,878





CL 4



,857





CL 3



,707





CL 2



,478





CK 3




,899




CK 1




,891




CK 2




,749




VH 1





,861



VH 4





,826



VH 2





,747



DA 1






,932


DA 3






,607


DA 4






,606


DA 2






,496


DL 2







,737

DL 1







,713

DL 3







,674

DL 5







,399

Extraction Method: Principal Axis Factoring.

Rotation Method: Promax with Kaiser Normalization.

a. Rotation converged in 6 iterations.

Source: Compiled from author's research data


Table 5. Results of the third exploratory factor analysis


KMO and Bartlett's Test

Kaiser-Meyer-Olkin Measure of Sampling Adequacy.

,792


Bartlett's Test of Sphericity

Approx. Chi-Square

3663,187

df

300

Sig.

,000


Total Variance Explained


Factor


Initial Eigenvalues

Extraction Sums of Squared Loadings

Rotation Sums of Squared Loadings a

Total

% of Variance

cumulative

%

Total

% of Variance

cumulative

%

Total

1

5,498

21,993

21,993

5,133

20,533

20,533

3,525

2

2,627

10,508

32,501

2,338

9,352

29,885

3,248

3

2,547

10,186

42,687

2,183

8,732

38,616

3,210

4

2,069

8,278

50,965

1,718

6,873

45,490

2,600

5

1,810

7,239

58,204

1,441

5,766

51,255

2,322

6

1,669

6,678

64,882

1,299

5,196

56,451

2,744

7

1,548

6,192

71,074

1,096

4,386

60,837

2,285

8

,761

3,045

74,119





9

,738

2,952

77,071





10

,624

2,497

79,568





11

,556

2,224

81,791





12

,501

2,005

83,796





13

,468

1,871

85,667





14

,448

1,791

87,459





15

,403

1,612

89,070





16

,401

1,604

90,674





17

,350

1,400

92,074





18

,339

1,356

93,431





19

,312

1,246

94,677





20

,289

1,156

95,833





21

,252

1,006

96,840





22

,239

,957

97,796





23

,212

,850

98,646





24

,187

,750

99,396





25

,151

,604

100,000





Extraction Method: Principal Axis Factoring.

a. When factors are correlated, sums of squared loadings cannot be added to obtain a total variance.



Pattern Matrix a


Factor

1

2

3

4

5

6

7

HT 4

,928







HT 1

,899







HT 3

,771







HT 2

,712







TV 2


,868






TV 3


,779






TV 5


,716






TV 1


,698






CL 1



,879





CL 4



,860





CL 3



,710





CL 2



,478





CK 3




,899




CK 1




,891




CK 2




,751




VH 1





,862



VH 4





,831



VH 2





,743



DA 1






,932


DA 4






,607


DA 3






,605


DA 2






,495


DL 2







,743

DL 1







,736

DL 3







,651

Extraction Method: Principal Axis Factoring.

Rotation Method: Promax with Kaiser Normalization.

a. Rotation converged in 6 iterations.

Source: Compiled from author's research data

Comment


Agree Privacy Policy *