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Lampiran Pengukuran Penerimaan Teknologi E-bangking Oleh Nasabah pada Bank Pemerintah Dengan menggunakan kan model UTAUT dalam rangka mencapai Keunggulan bersaing Kepada Yth. Bapak/Ibu Kami sedang melakukan penelitian dengan judul “Pengukuran Penerimaan Teknologi E-Banking Oleh Nasabah Pada Bank Pemerintah Dengan Menggunakan Model UTAUT Dalam Rangka Mencapai Keunggulan Bersaing“. Untuk itu, dengan rendah hati kami mohon kesediaan Anda untuk menjawab beberapa pernyataan di bawah ini. Atas kesediaannya, kami sampaikan banyak terima kasih. Petunjuk Pengisian: 1. Isilah pertanyaan pada kuesioner ini dan jangan ada yang terlewatkan. 2. Isilah titik-titik pada tempat yang sudah tersedia. 3. (*) coret yang tidak perlu. Data responden: 1. Name 2. Apakah anda mempunyai bank Account 3. Apakah Anda mempunyai Internet Banking account. 4. Apakah Anda mempunyai mobile Banking 5. Apakah Anda mempunyai SMS Banking 6. Apakah Anda mempunyai Phone Banking 7. Apakah Anda sudah mempunya pengalaman mengunakan E-banking 8. Apakah anda menggunakan E-banking dengan paksaan 9. Jenis Kelamin 10. Usia Apakah Anda mempunyai account di bank Mandiri BNI46 BTN BRI : ................................ : YA TIDAK : YA TIDAK : YA TIDAK : YA TIDAK : YA TIDAK : YA TIDAK : YA TIDAK : PRIA WANITA : Di bawah 25 tahun Di Atas 25 Tahun Sudah berapa tahun menggunakan E-banking Mengunakan E-banking dimana saja : …………………… Berapa account bank yang Anda punya : ................................

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Page 1: Lampiran Pengukuran Penerimaan Teknologi E-bangking Oleh ...media.unpad.ac.id/thesis/120430/2013/120430130515_l_7883.pdfIsilah pertanyaan pada kuesioner ini dan jangan ada yang terlewatkan

Lampiran

Pengukuran Penerimaan Teknologi E-bangking Oleh Nasabah pada

Bank Pemerintah Dengan menggunakan kan model UTAUT dalam

rangka mencapai Keunggulan bersaing

Kepada Yth.

Bapak/Ibu

Kami sedang melakukan penelitian dengan judul “Pengukuran Penerimaan Teknologi E-Banking Oleh

Nasabah Pada Bank Pemerintah Dengan Menggunakan Model UTAUT Dalam Rangka Mencapai

Keunggulan Bersaing“. Untuk itu, dengan rendah hati kami mohon kesediaan Anda untuk menjawab

beberapa pernyataan di bawah ini.

Atas kesediaannya, kami sampaikan banyak terima kasih.

Petunjuk Pengisian:

1. Isilah pertanyaan pada kuesioner ini dan jangan ada yang terlewatkan.

2. Isilah titik-titik pada tempat yang sudah tersedia.

3. (*) coret yang tidak perlu.

Data responden:

1. Name

2. Apakah anda mempunyai bank Account

3. Apakah Anda mempunyai Internet

Banking account. 4. Apakah Anda mempunyai mobile Banking

5. Apakah Anda mempunyai SMS Banking

6. Apakah Anda mempunyai Phone Banking

7. Apakah Anda sudah mempunya pengalaman

mengunakan E-banking

8. Apakah anda menggunakan E-banking

dengan paksaan

9. Jenis Kelamin

10. Usia

Apakah Anda mempunyai account di bank

Mandiri BNI46 BTN BRI

: ................................

: YA TIDAK

: YA TIDAK

: YA TIDAK

: YA TIDAK

: YA TIDAK

: YA TIDAK

: YA TIDAK

: PRIA WANITA

: Di bawah 25 tahun

Di Atas 25 Tahun

Sudah berapa tahun menggunakan E-banking

Mengunakan E-banking dimana saja : ……………………

Berapa account bank yang Anda punya : ................................

Page 2: Lampiran Pengukuran Penerimaan Teknologi E-bangking Oleh ...media.unpad.ac.id/thesis/120430/2013/120430130515_l_7883.pdfIsilah pertanyaan pada kuesioner ini dan jangan ada yang terlewatkan

Lampiran

Pengukuran Penerimaan Teknologi E-bangking Oleh Nasabah pada

Bank Pemerintah Dengan menggunakan kan model UTAUT dalam

rangka mencapai Keunggulan bersaing

Petunjuk Pengisian:

SS : Sangat Setuju

S : Setuju

CS : Cukup Setuju

TS : Tidak Setuju

STS : Sangat Tidak Setuju

Berilah tanda silang (x) pada kolom di masing-masing pernyataan di bawah ini yang menurut anda

sesuai dengan yang anda rasakan.

No Pernyataan

Pilihan

Sangat

Tidak

Setuju

(STS)

Tidak

Setuju

(TS)

Cukup

Stuju

(CS)

Setuju

(S)

Sangat

Setuju

(SS)

1.

E-banking sangat

berguna dalam

transaksi perbankan

saya

(STS)

(TS)

(CS) (S)

(SS)

2.

E-banking

memberikan

kesempatan saya

untuk mendapatkan

layanan perbankan

secara lebih baik

(STS)

(TS)

(CS) (S)

(SS)

3.

E-banking sangat

membantu kinerja

aktivitas keuangan

saya karena saya tidak

perlu ke bank.

(STS)

(TS)

(CS) (S)

(SS)

4.

E-banking merupakan

inovasi produk

perbankan, lebih baik

dari produk perbankan

sebelumnya

(STS)

(TS)

(CS) (S)

(SS)

5

E-banking

meningkatkan

efektivitas

memanfaatkan jasa

perbankan

(STS)

(TS)

(CS) (S)

(SS)

Page 3: Lampiran Pengukuran Penerimaan Teknologi E-bangking Oleh ...media.unpad.ac.id/thesis/120430/2013/120430130515_l_7883.pdfIsilah pertanyaan pada kuesioner ini dan jangan ada yang terlewatkan

Lampiran

Pengukuran Penerimaan Teknologi E-bangking Oleh Nasabah pada

Bank Pemerintah Dengan menggunakan kan model UTAUT dalam

rangka mencapai Keunggulan bersaing

6

Produk e-banking

sangat mudah

dipahami

(STS)

(TS)

(CS) (S)

(SS)

7

Saya memiliki

kemampuan untuk

mengoperasionalkan

e-banking

(STS)

(TS)

(CS) (S)

(SS)

8

Produk e-banking

sangat mudah untuk

digunakan

(STS)

(TS)

(CS) (S)

(SS)

9

Mengoperionalkan e-

banking tidak sulit

bagi saya, sebab fitur

e-banking sangat

mudah dipatami

(STS)

(TS)

(CS) (S)

(SS)

10

Tidak ada orang yang

paling mempengaruhi

saya dalam

menggunakan e-

banking

(STS)

(TS)

(CS) (S)

(SS)

11

Teman saya yang

berada dilingkaran

sosial yang

menggunakan layanan

Electronik bank

adalah orang yang

bermobilitas tinggi

(STS)

(TS)

(CS) (S)

(SS)

12

Tempat kerja secara

umum telah

mendorong

penggunaan electronic

banking oleh nasabah

bank pemerintah

(STS)

(TS)

(CS) (S)

(SS)

13

Electronik Bank

menyediakan solusi

masalah adalah

penilaian bahwa

layanan e-banking

menunjukan

(STS)

(TS)

(CS) (S)

(SS)

Page 4: Lampiran Pengukuran Penerimaan Teknologi E-bangking Oleh ...media.unpad.ac.id/thesis/120430/2013/120430130515_l_7883.pdfIsilah pertanyaan pada kuesioner ini dan jangan ada yang terlewatkan

Lampiran

Pengukuran Penerimaan Teknologi E-bangking Oleh Nasabah pada

Bank Pemerintah Dengan menggunakan kan model UTAUT dalam

rangka mencapai Keunggulan bersaing

peranannya dalam

meyelesaikan masalah

14

Cara melakukan

transaksi yang sesuai

dengan kebutuhan

nasabah adalah

penilaian bahwa

layanan e-banking

Memungkinkan

melakukan transaksi

yang sesuai dengan

kebutuhan nasabah.

(STS)

(TS)

(CS) (S)

(SS)

15

Produk dan jasa yang

ditawarkan

disesuaikan dengan

kebutuhan nasabah

secara spesifik adalah

penilaian bahwa

layanan e-banking

memahami kebutuhan

nasabah secara

spesifik.

(STS)

(TS)

(CS) (S)

(SS)

16

Cara melakukan

transaksi yang sesuai

dengan kebutuhan

nasabah adalah

penilaian bahwa

layanan e-banking

memungkinkan

melakukan transaksi

yang sesuai dengan

kebutuhan nasabah.

(STS)

(TS)

(CS) (S)

(SS)

17

E-banking mempunyai

keamanan yang orang

lain sulit untuk

menggunakan

(STS)

(TS)

(CS) (S)

(SS)

Page 5: Lampiran Pengukuran Penerimaan Teknologi E-bangking Oleh ...media.unpad.ac.id/thesis/120430/2013/120430130515_l_7883.pdfIsilah pertanyaan pada kuesioner ini dan jangan ada yang terlewatkan

Lampiran

Pengukuran Penerimaan Teknologi E-bangking Oleh Nasabah pada

Bank Pemerintah Dengan menggunakan kan model UTAUT dalam

rangka mencapai Keunggulan bersaing

18

Password yang

digunakan e-banking

sulit untuk ditiru

(STS)

(TS)

(CS) (S)

(SS)

19

Hanya Nasabaah yang

dapat melakukan

transaksi di e-banking

(STS)

(TS)

(CS) (S)

(SS)

20

Nasabah sudah

melakukan transasksi

dijamin mengenai

transaksinya tersebut

(STS)

(TS)

(CS) (S)

(SS)

21.

E-banking merupakan

cara melakukan

transaksi yang paling

baik adalah penilaian

bahwa transaksi

dengan layanan e-

banking dapat

dihandalkan

(STS)

(TS)

(CS) (S)

(SS)

22

E-banking dapat

meningkat effisiensi

dalam pekerjaan

(STS)

(TS)

(CS) (S)

(SS)

23

E-banking dapat

meningkat effektifitas

waktu dalam

transaksi perbankan

(STS)

(TS)

(CS) (S)

(SS)

24.

E-banking akan

meningkat kinerja

kerja saya

(STS)

(TS)

(CS) (S)

(SS)

25

Nasabah kembali

menggunakan layanan

e-banking adalah

penilaian bahwa

nasabah tetap

menggunakan layanan

e-banking dimasa

datang dalam

melakukan transaksi

perbankan

(STS)

(TS)

(CS) (S)

(SS)

Page 6: Lampiran Pengukuran Penerimaan Teknologi E-bangking Oleh ...media.unpad.ac.id/thesis/120430/2013/120430130515_l_7883.pdfIsilah pertanyaan pada kuesioner ini dan jangan ada yang terlewatkan

Lampiran

Pengukuran Penerimaan Teknologi E-bangking Oleh Nasabah pada

Bank Pemerintah Dengan menggunakan kan model UTAUT dalam

rangka mencapai Keunggulan bersaing

26

e-banking sangat

mempengaruhi faktor

sosial agar daapt

melakukan transaksi

lebih cepat dengen

teman

(STS)

(TS)

(CS) (S)

(SS)

27

Saya sangat senang

dengan kemudahan e-

banking

(STS)

(TS)

(CS) (S)

(SS)

28

Saya puas dengan

memfasilitasi kondisi

untuk menggunakan

E-banking

(STS)

(TS)

(CS) (S)

(SS)

-------------------------------------Terima Kasih Atas Bantuan Saudara---------------------------------

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LAMPIRAN 2.

Statistik Deskriptif Profil Responden

1. Jenis Kelamin (Gender)

Gender

Frequency Percent Valid Percent

Cumulative

Percent

Valid Male 423 50.7 50.7 50.7

Female 412 49.3 49.3 100.0

Total 835 100.0 100.0

2. Usia (Age)

Age

Frequency Percent Valid Percent

Cumulative

Percent

Valid < 25 Tahun 414 49.6 49.6 49.6

> 25 Tahun 421 50.4 50.4 100.0

Total 835 100.0 100.0

3. Pengalaman (Experience)

Experience

Frequency Percent Valid Percent

Cumulative

Percent

Valid Sudah Berpengalaman 404 48.4 48.4 48.4

Belum Berpengalaman 431 51.6 51.6 100.0

Total 835 100.0 100.0

4. Voluntary of Use

VoU

Frequency Percent Valid Percent

Cumulative

Percent

Valid Berkeinginan 420 50.3 50.3 50.3

Dipaksakan 415 49.7 49.7 100.0

Total 835 100.0 100.0

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5. Account Bank

Nama_Bank

Frequency Percent Valid Percent

Cumulative

Percent

Valid BNI 225 26.9 26.9 26.9

Mandiri 176 21.1 21.1 48.0

BRi 259 31.0 31.0 79.0

BTN 175 21.0 21.0 100.0

Total 835 100.0 100.0

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LAMPIRAN 3

Statistik Deskriptiif Variabel Indikator

1. Performance Expectancy

PEX1

Frequency Percent Valid Percent

Cumulative

Percent

Valid 1.00 5 .6 .6 .6

2.00 82 9.8 9.8 10.4

3.00 303 36.3 36.3 46.7

4.00 349 41.8 41.8 88.5

5.00 96 11.5 11.5 100.0

Total 835 100.0 100.0

PEX2

Frequency Percent Valid Percent

Cumulative

Percent

Valid 1.00 10 1.2 1.2 1.2

2.00 72 8.6 8.6 9.8

3.00 300 35.9 35.9 45.7

4.00 354 42.4 42.4 88.1

5.00 99 11.9 11.9 100.0

Total 835 100.0 100.0

PEX3

Frequency Percent Valid Percent

Cumulative

Percent

Valid 1.00 6 .7 .7 .7

2.00 68 8.1 8.1 8.9

3.00 307 36.8 36.8 45.6

4.00 366 43.8 43.8 89.5

5.00 88 10.5 10.5 100.0

Total 835 100.0 100.0

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PEX4

Frequency Percent Valid Percent

Cumulative

Percent

Valid 1.00 7 .8 .8 .8

2.00 72 8.6 8.6 9.5

3.00 348 41.7 41.7 51.1

4.00 310 37.1 37.1 88.3

5.00 98 11.7 11.7 100.0

Total 835 100.0 100.0

PEX5

Frequency Percent Valid Percent

Cumulative

Percent

Valid 1.00 10 1.2 1.2 1.2

2.00 67 8.0 8.0 9.2

3.00 306 36.6 36.6 45.9

4.00 361 43.2 43.2 89.1

5.00 91 10.9 10.9 100.0

Total 835 100.0 100.0

2. Effort Expectancy

EEX1

Frequency Percent Valid Percent

Cumulative

Percent

Valid 1.00 9 1.1 1.1 1.1

2.00 66 7.9 7.9 9.0

3.00 320 38.3 38.3 47.3

4.00 344 41.2 41.2 88.5

5.00 96 11.5 11.5 100.0

Total 835 100.0 100.0

EEX2

Frequency Percent Valid Percent

Cumulative

Percent

Valid 1.00 6 .7 .7 .7

2.00 70 8.4 8.4 9.1

3.00 328 39.3 39.3 48.4

4.00 339 40.6 40.6 89.0

5.00 92 11.0 11.0 100.0

Total 835 100.0 100.0

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EEX3

Frequency Percent Valid Percent

Cumulative

Percent

Valid 1.00 9 1.1 1.1 1.1

2.00 78 9.3 9.3 10.4

3.00 328 39.3 39.3 49.7

4.00 327 39.2 39.2 88.9

5.00 93 11.1 11.1 100.0

Total 835 100.0 100.0

EEX4

Frequency Percent Valid Percent

Cumulative

Percent

Valid 1.00 8 1.0 1.0 1.0

2.00 70 8.4 8.4 9.3

3.00 326 39.0 39.0 48.4

4.00 332 39.8 39.8 88.1

5.00 99 11.9 11.9 100.0

Total 835 100.0 100.0

3. Social Influence

SIX1

Frequency Percent Valid Percent

Cumulative

Percent

Valid 1.00 9 1.1 1.1 1.1

2.00 65 7.8 7.8 8.9

3.00 315 37.7 37.7 46.6

4.00 349 41.8 41.8 88.4

5.00 97 11.6 11.6 100.0

Total 835 100.0 100.0

SIX2

Frequency Percent Valid Percent

Cumulative

Percent

Valid 1.00 4 .5 .5 .5

2.00 71 8.5 8.5 9.0

3.00 308 36.9 36.9 45.9

4.00 351 42.0 42.0 87.9

5.00 101 12.1 12.1 100.0

Total 835 100.0 100.0

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SIX3

Frequency Percent Valid Percent

Cumulative

Percent

Valid 1.00 6 .7 .7 .7

2.00 68 8.1 8.1 8.9

3.00 323 38.7 38.7 47.5

4.00 347 41.6 41.6 89.1

5.00 91 10.9 10.9 100.0

Total 835 100.0 100.0

SIX4

Frequency Percent Valid Percent

Cumulative

Percent

Valid 1.00 6 .7 .7 .7

2.00 74 8.9 8.9 9.6

3.00 335 40.1 40.1 49.7

4.00 323 38.7 38.7 88.4

5.00 97 11.6 11.6 100.0

Total 835 100.0 100.0

4. Facilitating Condition

FCX1

Frequency Percent Valid Percent

Cumulative

Percent

Valid 1.00 11 1.3 1.3 1.3

2.00 65 7.8 7.8 9.1

3.00 289 34.6 34.6 43.7

4.00 396 47.4 47.4 91.1

5.00 74 8.9 8.9 100.0

Total 835 100.0 100.0

FCX2

Frequency Percent Valid Percent

Cumulative

Percent

Valid 1.00 9 1.1 1.1 1.1

2.00 64 7.7 7.7 8.7

3.00 307 36.8 36.8 45.5

4.00 375 44.9 44.9 90.4

5.00 80 9.6 9.6 100.0

Total 835 100.0 100.0

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FCX3

Frequency Percent Valid Percent

Cumulative

Percent

Valid 1.00 7 .8 .8 .8

2.00 66 7.9 7.9 8.7

3.00 334 40.0 40.0 48.7

4.00 340 40.7 40.7 89.5

5.00 88 10.5 10.5 100.0

Total 835 100.0 100.0

5. Security

SX1

Frequency Percent Valid Percent

Cumulative

Percent

Valid 1.00 8 1.0 1.0 1.0

2.00 66 7.9 7.9 8.9

3.00 322 38.6 38.6 47.4

4.00 341 40.8 40.8 88.3

5.00 98 11.7 11.7 100.0

Total 835 100.0 100.0

SX2

Frequency Percent Valid Percent

Cumulative

Percent

Valid 1.00 7 .8 .8 .8

2.00 73 8.7 8.7 9.6

3.00 288 34.5 34.5 44.1

4.00 369 44.2 44.2 88.3

5.00 98 11.7 11.7 100.0

Total 835 100.0 100.0

SX3

Frequency Percent Valid Percent

Cumulative

Percent

Valid 1.00 6 .7 .7 .7

2.00 83 9.9 9.9 10.7

3.00 316 37.8 37.8 48.5

4.00 335 40.1 40.1 88.6

5.00 95 11.4 11.4 100.0

Total 835 100.0 100.0

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SX4

Frequency Percent Valid Percent

Cumulative

Percent

Valid 1.00 10 1.2 1.2 1.2

2.00 56 6.7 6.7 7.9

3.00 357 42.8 42.8 50.7

4.00 321 38.4 38.4 89.1

5.00 91 10.9 10.9 100.0

Total 835 100.0 100.0

6. Behavior Influence

BIX1

Frequency Percent Valid Percent

Cumulative

Percent

Valid 1.00 6 .7 .7 .7

2.00 64 7.7 7.7 8.4

3.00 355 42.5 42.5 50.9

4.00 304 36.4 36.4 87.3

5.00 106 12.7 12.7 100.0

Total 835 100.0 100.0

BIX2

Frequency Percent Valid Percent

Cumulative

Percent

Valid 1.00 6 .7 .7 .7

2.00 61 7.3 7.3 8.0

3.00 315 37.7 37.7 45.7

4.00 355 42.5 42.5 88.3

5.00 98 11.7 11.7 100.0

Total 835 100.0 100.0

BIX3

Frequency Percent Valid Percent

Cumulative

Percent

Valid 1.00 7 .8 .8 .8

2.00 60 7.2 7.2 8.0

3.00 325 38.9 38.9 46.9

4.00 356 42.6 42.6 89.6

5.00 87 10.4 10.4 100.0

Total 835 100.0 100.0

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BIX4

Frequency Percent Valid Percent

Cumulative

Percent

Valid 1.00 5 .6 .6 .6

2.00 63 7.5 7.5 8.1

3.00 302 36.2 36.2 44.3

4.00 379 45.4 45.4 89.7

5.00 86 10.3 10.3 100.0

Total 835 100.0 100.0

7. Use Behavior

USEX1

Frequency Percent Valid Percent

Cumulative

Percent

Valid 1.00 9 1.1 1.1 1.1

2.00 73 8.7 8.7 9.8

3.00 307 36.8 36.8 46.6

4.00 341 40.8 40.8 87.4

5.00 105 12.6 12.6 100.0

Total 835 100.0 100.0

USEX2

Frequency Percent Valid Percent

Cumulative

Percent

Valid 1.00 7 .8 .8 .8

2.00 76 9.1 9.1 9.9

3.00 296 35.4 35.4 45.4

4.00 376 45.0 45.0 90.4

5.00 80 9.6 9.6 100.0

Total 835 100.0 100.0

USEX3

Frequency Percent Valid Percent

Cumulative

Percent

Valid 1.00 3 .4 .4 .4

2.00 80 9.6 9.6 9.9

3.00 321 38.4 38.4 48.4

4.00 336 40.2 40.2 88.6

5.00 95 11.4 11.4 100.0

Total 835 100.0 100.0

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USEX4

Frequency Percent Valid Percent

Cumulative

Percent

Valid 1.00 7 .8 .8 .8

2.00 61 7.3 7.3 8.1

3.00 328 39.3 39.3 47.4

4.00 359 43.0 43.0 90.4

5.00 80 9.6 9.6 100.0

Total 835 100.0 100.0

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Lampiran 4

Statistik Uji t Variabel Indikator

1. Hasil Uji Hipotesis Variabel Performance Expectancy

N Mean Std. Deviation Std. Error Mean

PEX1 835 3.5377 .84363 .02919

One-Sample Test

Test Value = 3

t df Sig. (2-tailed) Mean

Difference

97.5% Confidence Interval of the

Difference

Lower Upper

PEX1 18.418 834 .000 .53772 .4722 .6033

N Mean Std. Deviation Std. Error Mean

PEX2 835 3.5509 .85424 .02956

One-Sample Test

Test Value = 3

t df Sig. (2-tailed) Mean

Difference

97.5% Confidence Interval of the

Difference

Lower Upper

PEX2 18.635 834 .000 .55090 .4845 .6173

N Mean Std. Deviation Std. Error Mean

PEX3 835 3.5533 .85131 .02821

One-Sample Test

Test Value = 3

t df Sig. (2-tailed) Mean

Difference

97.5% Confidence Interval of the

Difference

Lower Upper

PEX3 19.610 834 .000 .55329 .4899 .6166

N Mean Std. Deviation Std. Error Mean

PEX4 835 3.5030 .84162 .02913

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One-Sample Test

Test Value = 3

t df Sig. (2-tailed) Mean

Difference

97.5% Confidence Interval of the

Difference

Lower Upper

PEX4 17.270 834 .000 .50299 .4376 .5684

N Mean Std. Deviation Std. Error Mean

PEX5 835 3.5461 .83607 .02893

One-Sample Test

Test Value = 3

t df Sig. (2-tailed) Mean

Difference

97.5% Confidence Interval of the

Difference

Lower Upper

PEX5 18.875 834 .000 .54611 .4811 .6111

2. Hasil Uji Hipotesis Variabel Effort Expectancy

N Mean Std. Deviation Std. Error Mean

EEX1 835 3.5413 .83775 .02899

One-Sample Test

Test Value = 3

t df Sig. (2-tailed) Mean

Difference

97.5% Confidence Interval of the

Difference

Lower Upper

EEX1 18.672 834 .000 .54132 .4762 .6064

N Mean Std. Deviation Std. Error Mean

EEX2 835 3.5281 .82533 .02856

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One-Sample Test

Test Value = 3

t df Sig. (2-tailed) Mean

Difference

97.5% Confidence Interval of the

Difference

Lower Upper

EEX2 18.491 834 .000 .52814 .4640 .5923

N Mean Std. Deviation Std. Error Mean

EEX3 835 3.4994 .85154 .02947

One-Sample Test

Test Value = 3

t df Sig. (2-tailed) Mean

Difference

97.5% Confidence Interval of the

Difference

Lower Upper

EEX3 16.947 834 .000 .49940 .4332 .5656

N Mean Std. Deviation Std. Error Mean

EEX4 835 3.5317 .84387 .02920

One-Sample Test

Test Value = 3

t df Sig. (2-tailed) Mean

Difference

97.5% Confidence Interval of the

Difference

Lower Upper

EEX4 18.208 834 .000 .53174 .4662 .5973

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3. Hasil Uji Hipotesis Variabel Social Influence

N Mean Std. Deviation Std. Error Mean

SIX1 835 3.5509 .83722 .02897

One-Sample Test

Test Value = 3

t df Sig. (2-tailed) Mean

Difference

97.5% Confidence Interval of the

Difference

Lower Upper

SIX1 19.014 834 .000 .55090 .4858 .6160

N Mean Std. Deviation Std. Error Mean

SIX2 835 3.5677 .82883 .02868

One-Sample Test

Test Value = 3

t df Sig. (2-tailed) Mean

Difference

97.5% Confidence Interval of the

Difference

Lower Upper

SIX2 19.791 834 .000 .56766 .5033 .6321

N Mean Std. Deviation Std. Error Mean

SIX3 835 3.5377 .82057 .02840

One-Sample Test

Test Value = 3

t df Sig. (2-tailed) Mean

Difference

97.5% Confidence Interval of the

Difference

Lower Upper

SIX3 18.936 834 .000 .53772 .4740 .6015

N Mean Std. Deviation Std. Error Mean

SIX4 835 3.5162 .83862 .02902

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One-Sample Test

Test Value = 3

t df Sig. (2-tailed) Mean

Difference

97.5% Confidence Interval of the

Difference

Lower Upper

SIX4 17.786 834 .000 .51617 .4510 .5813

4. Hasil Uji Hipotesis Variabel Facilitating Conditions

N Mean Std. Deviation Std. Error Mean

FCX1 835 3.5473 .81273 .02813

One-Sample Test

Test Value = 3

t df Sig. (2-tailed) Mean

Difference

97.5% Confidence Interval of the

Difference

Lower Upper

FCX1 19.459 834 .000 .54731 .4842 .6105

N Mean Std. Deviation Std. Error Mean

FCX2 835 3.5425 .81152 .02808

One-Sample Test

Test Value = 3

t df Sig. (2-tailed) Mean

Difference

97.5% Confidence Interval of the

Difference

Lower Upper

FCX2 19.318 834 .000 .54251 .4795 .6056

N Mean Std. Deviation Std. Error Mean

FCX3 835 3.5222 .81821 .02832

One-Sample Test

Test Value = 3

t df Sig. (2-tailed) Mean

Difference

97.5% Confidence Interval of the

Difference

Lower Upper

FCX3 18.441 834 .000 .52216 .4586 .5857

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5. Hasil Uji Hipotesis Variabel Security

N Mean Std. Deviation Std. Error Mean

SX1 835 3.5449 .83613 .02894

One-Sample Test

Test Value = 3

t df Sig. (2-tailed) Mean

Difference

97.5% Confidence Interval of the

Difference

Lower Upper

SX1 18.832 834 .000 .54491 .4799 .6099

N Mean Std. Deviation Std. Error Mean

SX2 835 3.5725 .83993 .02907

One-Sample Test

Test Value = 3

t df Sig. (2-tailed) Mean

Difference

97.5% Confidence Interval of the

Difference

Lower Upper

SX2 19.694 834 .000 .57246 .5072 .6377

N Mean Std. Deviation Std. Error Mean

SX3 835 3.5150 .84859 .02937

One-Sample Test

Test Value = 3

t df Sig. (2-tailed) Mean

Difference

97.5% Confidence Interval of the

Difference

Lower Upper

SX3 17.536 834 .000 .51497 .4490 .5809

N Mean Std. Deviation Std. Error Mean

SX4 835 3.5114 .82136 .02842

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One-Sample Test

Test Value = 3

t df Sig. (2-tailed) Mean

Difference

97.5% Confidence Interval of the

Difference

Lower Upper

SX4 17.991 834 .000 .51138 .4476 .5752

6. Hasil Uji Hipotesis Variabel Behavorial Intention

N Mean Std. Deviation Std. Error Mean

BIX1 835 3.5269 .83691 .02896

One-Sample Test

Test Value = 3

t df Sig. (2-tailed) Mean

Difference

97.5% Confidence Interval of the

Difference

Lower Upper

BIX1 18.194 834 .000 .52695 .4619 .5920

N Mean Std. Deviation Std. Error Mean

BIX2 835 3.5725 .81823 .02832

One-Sample Test

Test Value = 3

t df Sig. (2-tailed) Mean

Difference

97.5% Confidence Interval of the

Difference

Lower Upper

BIX2 20.217 834 .000 .57246 .5089 .6360

N Mean Std. Deviation Std. Error Mean

BIX3 835 3.5461 .80688 .02792

One-Sample Test

Test Value = 3

t df Sig. (2-tailed) Mean

Difference

97.5% Confidence Interval of the

Difference

Lower Upper

BIX3 19.558 834 .000 .54611 .4834 .6088

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N Mean Std. Deviation Std. Error Mean

BIX4 835 3.5725 .79896 .02765

One-Sample Test

Test Value = 3

t df Sig. (2-tailed) Mean

Difference

97.5% Confidence Interval of the

Difference

Lower Upper

BIX4 20.704 834 .000 .57246 .5104 .6345

7. Hasil Uji Hipotesis Variabel USEX

N Mean Std. Deviation Std. Error Mean

USEX1 835 3.5509 .85983 .02976

One-Sample Test

Test Value = 3

t df Sig. (2-tailed) Mean

Difference

97.5% Confidence Interval of the

Difference

Lower Upper

USEX1 18.514 834 .000 .55090 .4841 .6177

N Mean Std. Deviation Std. Error Mean

USEX2 835 3.5341 .82073 .02840

One-Sample Test

Test Value = 3

t df Sig. (2-tailed) Mean

Difference

97.5% Confidence Interval of the

Difference

Lower Upper

USEX2 18.806 834 .000 .53413 .4704 .5979

N Mean Std. Deviation Std. Error Mean

USEX3 835 3.5269 .83116 .02876

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One-Sample Test

Test Value = 3

t df Sig. (2-tailed) Mean

Difference

97.5% Confidence Interval of the

Difference

Lower Upper

USEX3 18.320 834 .000 .52695 .4624 .5915

N Mean Std. Deviation Std. Error Mean

USEX4 835 3.5317 .79861 .02764

One-Sample Test

Test Value = 3

t df Sig. (2-tailed) Mean

Difference

97.5% Confidence Interval of the

Difference

Lower Upper

USEX4 19.240 834 .000 .53174 .4697 .5938

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Lampiran 4

Statistik Uji t Variabel Indikator

1. Uji t (Uji Means)

One-Sample Test

Test Value = 3

t df Sig. (2-tailed) Mean Difference

97.5% Confidence Interval of the

Difference

Lower Upper

PEX1 18.418 834 .000 .53772 .4722 .6033

PEX2 18.635 834 .000 .55090 .4845 .6173

PEX3 19.610 834 .000 .55329 .4899 .6166

PEX4 17.270 834 .000 .50299 .4376 .5684

PEX5 18.875 834 .000 .54611 .4811 .6111

EEX1 18.672 834 .000 .54132 .4762 .6064

EEX2 18.491 834 .000 .52814 .4640 .5923

EEX3 16.947 834 .000 .49940 .4332 .5656

EEX4 18.208 834 .000 .53174 .4662 .5973

SIX1 19.014 834 .000 .55090 .4858 .6160

SIX2 19.791 834 .000 .56766 .5033 .6321

SIX3 18.936 834 .000 .53772 .4740 .6015

SIX4 17.786 834 .000 .51617 .4510 .5813

FCX1 19.459 834 .000 .54731 .4842 .6105

FCX2 19.318 834 .000 .54251 .4795 .6056

FCX3 18.441 834 .000 .52216 .4586 .5857

SX1 18.832 834 .000 .54491 .4799 .6099

SX2 19.694 834 .000 .57246 .5072 .6377

SX3 17.536 834 .000 .51497 .4490 .5809

SX4 17.991 834 .000 .51138 .4476 .5752

BIX1 18.194 834 .000 .52695 .4619 .5920

BIX2 20.217 834 .000 .57246 .5089 .6360

BIX3 19.558 834 .000 .54611 .4834 .6088

BIX4 20.704 834 .000 .57246 .5104 .6345

USEX1 18.514 834 .000 .55090 .4841 .6177

USEX2 18.806 834 .000 .53413 .4704 .5979

USEX3 18.320 834 .000 .52695 .4624 .5915

USEX4 19.240 834 .000 .53174 .4697 .5938

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Lampiran 5

Outer Model dan Inner Model Model Tanpa Variabel Moderating

1. Outer Model

a. Loading Faktor

Original

Sample

(O)

Sample

Mean

(M)

Standard

Deviation

(STDEV)

T Statistics

(|O/STDEV|)

P

Values

BIX1 <- Behavioral Intentention 0.853 0.853 0.009 90.545 0.000

BIX2 <- Behavioral Intentention 0.841 0.841 0.009 88.615 0.000

BIX3 <- Behavioral Intentention 0.837 0.837 0.010 84.288 0.000

BIX4 <- Behavioral Intentention 0.829 0.828 0.013 64.297 0.000

EEX1 <- Effort Expectancy 0.845 0.844 0.009 90.477 0.000

EEX2 <- Effort Expectancy 0.849 0.849 0.009 92.239 0.000

EEX3 <- Effort Expectancy 0.862 0.862 0.009 95.899 0.000

EEX4 <- Effort Expectancy 0.870 0.870 0.008 108.403 0.000

FCX1 <- Faciliting Condition 0.869 0.869 0.009 96.359 0.000

FCX2 <- Faciliting Condition 0.850 0.850 0.012 73.163 0.000

FCX3 <- Faciliting Condition 0.877 0.877 0.008 111.042 0.000

PEX1 <- Performance Expectancy 0.837 0.837 0.010 83.519 0.000

PEX2 <- Performance Expectancy 0.855 0.855 0.009 92.760 0.000

PEX3 <- Performance Expectancy 0.846 0.846 0.009 90.066 0.000

PEX4 <- Performance Expectancy 0.846 0.846 0.009 89.346 0.000

PEX5 <- Performance Expectancy 0.845 0.846 0.010 83.245 0.000

SIX1 <- Sosial Influence 0.837 0.836 0.010 85.322 0.000

SIX2 <- Sosial Influence 0.853 0.853 0.009 93.391 0.000

SIX3 <- Sosial Influence 0.842 0.841 0.012 71.415 0.000

SIX4 <- Sosial Influence 0.845 0.845 0.010 87.669 0.000

SX1 <- Security 0.854 0.854 0.010 88.423 0.000

SX2 <- Security 0.851 0.851 0.010 86.287 0.000

SX3 <- Security 0.859 0.858 0.009 94.474 0.000

SX4 <- Security 0.834 0.834 0.011 73.790 0.000

USEX1 <- Use Behavioral 0.857 0.857 0.009 91.085 0.000

USEX2 <- Use Behavioral 0.840 0.840 0.010 84.111 0.000

USEX3 <- Use Behavioral 0.832 0.832 0.012 68.261 0.000

USEX4 <- Use Behavioral 0.814 0.814 0.014 59.065 0.000

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b. Composite Reliability

Original

Sample

(O)

Sample

Mean (M)

Standard

Deviation

(STDEV)

T Statistics

(|O/STDEV|)

P

Values

Behavioral Intentention 0.906 0.905 0.005 174.746 0.000

Effort Expectancy 0.917 0.917 0.004 210.673 0.000

Faciliting Condition 0.899 0.899 0.006 142.961 0.000

Performance Expectancy 0.926 0.926 0.004 226.705 0.000

Security 0.912 0.912 0.005 176.178 0.000

Sosial Influence 0.908 0.908 0.005 175.757 0.000

Use Behavioral 0.903 0.903 0.006 163.186 0.000

c. Cronbach Alpha

Original

Sample

(O)

Sample

Mean

(M)

Standard

Deviation

(STDEV)

T Statistics

(|O/STDEV|) P Values

Behavioral Intentention 0.861 0.861 0.008 101.927 0.000

Effort Expectancy 0.879 0.879 0.007 127.048 0.000

Faciliting Condition 0.832 0.832 0.012 71.110 0.000

Performance Expectancy 0.901 0.901 0.006 151.197 0.000

Security 0.872 0.871 0.008 104.850 0.000

Sosial Influence 0.866 0.865 0.008 103.546 0.000

Use Behavioral 0.857 0.856 0.009 94.602 0.000

2. Inner Model

a. Path Coefficient (Direct Effect)

Original

Sample

(O)

Sample

Mean (M)

Standard

Deviation

(STDEV)

T Statistics

(|O/STDEV|)

P

Values

Behavioral Intentention -> Use

Behavioral 0.865 0.865 0.009 96.929 0.000

Effort Expectancy ->

Behavioral Intentention 0.145 0.146 0.056 2.592 0.010

Faciliting Condition ->

Behavioral Intentention 0.151 0.149 0.058 2.588 0.010

Performance Expectancy ->

Behavioral Intentention 0.229 0.226 0.050 4.560 0.000

Security -> Behavioral

Intentention 0.256 0.255 0.059 4.323 0.000

Sosial Influence -> Behavioral

Intentention 0.152 0.156 0.050 3.069 0.002

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b.Indirect Effect

Original

Sample

(O)

Sample

Mean (M)

Standard

Deviation

(STDEV)

T Statistics

(|O/STDEV|) P Values

Behavioral Intentention -> Use

Behavioral

Effort Expectancy -> Behavioral

Intentention

Effort Expectancy -> Use Behavioral 0.125 0.126 0.048 2.600 0.010

Faciliting Condition -> Behavioral

Intentention

Faciliting Condition -> Use Behavioral 0.130 0.129 0.050 2.581 0.010

Performance Expectancy -> Behavioral

Intentention

Performance Expectancy -> Use

Behavioral 0.198 0.195 0.043 4.572 0.000

Security -> Behavioral Intentention

Security -> Use Behavioral 0.221 0.221 0.052 4.290 0.000

Sosial Influence -> Behavioral

Intentention

Sosial Influence -> Use Behavioral 0.132 0.135 0.043 3.066 0.002

c. Diagram Modeling

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Lampiran 6

Inner dan Outer Model dengan Variabel Moderating

(Multigrup Analisis)

1. Multigrup Analisis Gender

a. Loading Factor

Outer

Loadings

Group 1

Outer

Loadings

Group 2

STDEV

Group 1

STDEV

Group 2

t-Values

Group 1

t-Values

Group 2

p-Values

Group1

p-Values

group 2

BIX1 <- Behavioral

Intentention 0.860 0.846 0.012 0.014 72.251 60.245 0.000 0.000

BIX2 <- Behavioral

Intentention 0.843 0.839 0.012 0.014 68.027 58.108 0.000 0.000

BIX3 <- Behavioral

Intentention 0.839 0.836 0.015 0.015 57.681 57.542 0.000 0.000

BIX4 <- Behavioral

Intentention 0.810 0.847 0.022 0.014 36.983 60.334 0.000 0.000

EEX1 <- Effort Expectancy 0.847 0.843 0.013 0.014 67.418 59.255 0.000 0.000

EEX2 <- Effort Expectancy 0.862 0.835 0.012 0.015 74.932 53.970 0.000 0.000

EEX3 <- Effort Expectancy 0.860 0.864 0.012 0.012 70.057 72.077 0.000 0.000

EEX4 <- Effort Expectancy 0.876 0.863 0.011 0.012 82.988 71.641 0.000 0.000

FCX1 <- Faciliting Condition 0.863 0.876 0.012 0.012 73.036 71.631 0.000 0.000

FCX2 <- Faciliting Condition 0.864 0.837 0.014 0.020 62.665 42.750 0.000 0.000

FCX3 <- Faciliting Condition 0.881 0.873 0.011 0.013 83.526 68.510 0.000 0.000

PEX1 <- Performance

Expectancy 0.813 0.858 0.015 0.013 52.582 66.865 0.000 0.000

PEX2 <- Performance

Expectancy 0.844 0.865 0.014 0.012 60.389 69.643 0.000 0.000

PEX3 <- Performance

Expectancy 0.842 0.851 0.013 0.014 63.536 62.914 0.000 0.000

PEX4 <- Performance

Expectancy 0.848 0.846 0.013 0.015 66.005 58.217 0.000 0.000

PEX5 <- Performance

Expectancy 0.837 0.853 0.015 0.014 56.611 59.440 0.000 0.000

SIX1 <- Sosial Influence 0.839 0.836 0.013 0.016 65.405 52.388 0.000 0.000

SIX2 <- Sosial Influence 0.850 0.856 0.013 0.012 66.894 72.102 0.000 0.000

SIX3 <- Sosial Influence 0.845 0.839 0.014 0.018 62.289 45.524 0.000 0.000

SIX4 <- Sosial Influence 0.857 0.833 0.012 0.015 68.936 54.604 0.000 0.000

SX1 <- Security 0.863 0.845 0.012 0.016 70.629 54.497 0.000 0.000

SX2 <- Security 0.857 0.844 0.012 0.014 73.088 58.724 0.000 0.000

SX3 <- Security 0.854 0.864 0.013 0.013 66.279 65.636 0.000 0.000

SX4 <- Security 0.839 0.830 0.014 0.016 57.907 53.445 0.000 0.000

USEX1 <- Use Behavioral 0.863 0.851 0.012 0.015 73.259 58.556 0.000 0.000

USEX2 <- Use Behavioral 0.842 0.838 0.013 0.014 67.192 58.984 0.000 0.000

USEX3 <- Use Behavioral 0.846 0.817 0.015 0.022 58.135 37.595 0.000 0.000

USEX4 <- Use Behavioral 0.821 0.809 0.017 0.022 49.107 35.971 0.000 0.000

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b. Composite Reliability

Composite

Reliability

Group 1

Composite

Reliability

Group 2

STDEV

Group 1

STDEV

Group 2

t-Values

Group 1

t-Values

Group 2

p-Values

group 1

p-Values

group 2

Behavioral

Intentention 0.904 0.907 0.007 0.007 122.434 123.388 0.000 0.000

Effort Expectancy 0.920 0.913 0.006 0.007 157.585 135.563 0.000 0.000

Faciliting Condition 0.903 0.897 0.008 0.010 118.139 90.933 0.000 0.000

Performance

Expectancy 0.921 0.931 0.006 0.006 154.857 160.762 0.000 0.000

Security 0.915 0.910 0.007 0.008 139.129 118.045 0.000 0.000

Sosial Influence 0.911 0.906 0.006 0.008 140.835 118.208 0.000 0.000

Use Behavioral 0.908 0.898 0.007 0.009 132.603 99.585 0.000 0.000

c. Cronbach Alpha

Cronbach's

Group 1

Cronbach's

Group 2

STDEV

Group1

STDEV

Group 2

t-Values

Group 1

t-Values

Group 2

p-Values

Group1

p-Values

Group 2

Behavioral Intentention 0.859 0.863 0.012 0.012 70.817 72.284 0.000 0.000

Effort Expectancy 0.884 0.873 0.009 0.011 95.866 80.855 0.000 0.000

Faciliting Condition 0.839 0.827 0.014 0.019 59.514 44.678 0.000 0.000

Performance

Expectancy 0.893 0.908 0.009 0.008 101.478 108.399 0.000 0.000

Security 0.876 0.867 0.010 0.012 83.407 69.640 0.000 0.000

Sosial Influence 0.870 0.862 0.010 0.012 83.648 69.066 0.000 0.000

Use Behavioral 0.865 0.848 0.011 0.015 77.989 56.600 0.000 0.000

d. Path Coefficient

Path Coefficients group 1 (pria) Path Coefficients group 2 (wanita)

Effort Expectancy -> Behavioral Intentention 0.186 0.035

Faciliting Condition -> Behavioral Intentention 0.083 0.197

Performance Expectancy -> Behavioral

Intentention 0.239 0.113

Security -> Behavioral Intentention 0.335 0.193

e. Parametric test

Path Coefficients-diff t-Value p-Value

Effort Expectancy -> Behavioral Intentention 0.151 2.872 0.035

Faciliting Condition -> Behavioral Intentention 0.114 1.991 0.049

Performance Expectancy -> Behavioral

Intentention 0.126 2.031 0.047

Security -> Behavioral Intentention 0.142 2.560 0.039

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2. Multigrup Analisis Age

a. Loading Factor

Outer

Loadings

group1

Outer

Loadings

group 2

STDEV

group 1

STDEV

group2

t-Values

group 1

t-Values

group 2

p-Values

group 1

p-Values

group 2

BIX1 <- Behavioral

Intentention 0.844 0.862 0.013 0.012 64.357 70.950 0.000 0.000

BIX2 <- Behavioral

Intentention 0.836 0.846 0.014 0.013 60.365 63.184 0.000 0.000

BIX3 <- Behavioral

Intentention 0.832 0.843 0.016 0.014 53.623 58.375 0.000 0.000

BIX4 <- Behavioral

Intentention 0.825 0.835 0.015 0.020 55.716 41.748 0.000 0.000

EEX1 <- Effort Expectancy 0.830 0.857 0.014 0.013 58.297 67.795 0.000 0.000

EEX2 <- Effort Expectancy 0.837 0.861 0.014 0.012 60.379 74.434 0.000 0.000

EEX3 <- Effort Expectancy 0.847 0.876 0.012 0.012 68.255 74.016 0.000 0.000

EEX4 <- Effort Expectancy 0.869 0.872 0.012 0.011 75.426 76.401 0.000 0.000

FCX1 <- Faciliting Condition 0.860 0.876 0.012 0.012 74.118 71.333 0.000 0.000

FCX2 <- Faciliting Condition 0.823 0.874 0.018 0.013 45.303 66.035 0.000 0.000

FCX3 <- Faciliting Condition 0.882 0.874 0.011 0.011 79.562 76.583 0.000 0.000

PEX1 <- Performance

Expectancy 0.832 0.848 0.015 0.013 55.729 63.788 0.000 0.000

PEX2 <- Performance

Expectancy 0.852 0.859 0.012 0.014 71.633 63.010 0.000 0.000

PEX3 <- Performance

Expectancy 0.847 0.846 0.013 0.014 63.140 61.202 0.000 0.000

PEX4 <- Performance

Expectancy 0.831 0.859 0.015 0.013 57.327 68.052 0.000 0.000

PEX5 <- Performance

Expectancy 0.835 0.854 0.015 0.014 57.513 62.466 0.000 0.000

SIX1 <- Sosial Influence 0.831 0.842 0.016 0.013 53.395 63.190 0.000 0.000

SIX2 <- Sosial Influence 0.857 0.850 0.011 0.013 74.955 63.092 0.000 0.000

SIX3 <- Sosial Influence 0.833 0.850 0.018 0.014 46.340 61.395 0.000 0.000

SIX4 <- Sosial Influence 0.845 0.845 0.014 0.014 59.592 58.812 0.000 0.000

SX1 <- Security 0.849 0.860 0.013 0.014 64.745 60.386 0.000 0.000

SX2 <- Security 0.850 0.853 0.014 0.014 62.200 61.877 0.000 0.000

SX3 <- Security 0.847 0.869 0.014 0.013 59.595 69.174 0.000 0.000

SX4 <- Security 0.848 0.822 0.014 0.018 62.225 46.581 0.000 0.000

USEX1 <- Use Behavioral 0.841 0.870 0.014 0.012 60.835 69.798 0.000 0.000

USEX2 <- Use Behavioral 0.825 0.853 0.015 0.013 53.664 67.864 0.000 0.000

USEX3 <- Use Behavioral 0.825 0.838 0.019 0.018 43.064 47.082 0.000 0.000

USEX4 <- Use Behavioral 0.797 0.829 0.018 0.020 43.584 41.292 0.000 0.000

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b. Composite Reliability

Composite Reliability group 1

Composite Reliability group 2

STDEV group 1

STDEV group 2

t-Values group 1

t-Values group 2

p-Values group 1

p-Values group2

Behavioral Intentention 0.901 0.910 0.007 0.007 130.924 123.615 0.000 0.000

Effort Expectancy 0.910 0.923 0.006 0.006 141.004 156.393 0.000 0.000

Faciliting Condition 0.891 0.907 0.008 0.008 107.774 111.333 0.000 0.000

Performance Expectancy 0.923 0.931 0.006 0.006 162.902 159.975 0.000 0.000

Security 0.911 0.913 0.007 0.008 133.468 120.206 0.000 0.000

Sosial Influence 0.907 0.910 0.007 0.007 131.193 125.675 0.000 0.000

Use Behavioral 0.893 0.911 0.008 0.008 114.551 116.384 0.000 0.000

c. Cronbach Alpha

Cronbach's

Alpha

Group 1

Cronbach's

Alpha

group 1

STDEV

group 1

STDEV

group 2

t-Values

group 1

t-Values

group 2

p-

Values

group 1

p-Values

group 2

Behavioral Intentention 0.854 0.868 0.011 0.012 75.467 72.920 0.000 0.000

Effort Expectancy 0.867 0.889 0.010 0.009 83.132 95.931 0.000 0.000

Faciliting Condition 0.816 0.847 0.016 0.015 51.868 56.799 0.000 0.000

Performance Expectancy 0.895 0.907 0.008 0.008 107.304 107.663 0.000 0.000

Security 0.870 0.873 0.011 0.012 79.200 71.315 0.000 0.000

Sosial Influence 0.863 0.868 0.011 0.012 76.845 74.231 0.000 0.000

Use Behavioral 0.840 0.870 0.013 0.013 64.289 69.249 0.000 0.000

d. Path Coefficient Path Coefficients group 1 Path Coefficients group 2

Effort Expectancy -> Behavioral Intentention 0.210 0.097

Performance Expectancy -> Behavioral Intentention 0.256 0.117

Security -> Behavioral Intentention 0.294 0.128

Sosial Influence -> Behavioral Intentention 0.045 0.172

e. Parametric Test

Path Coefficients-

diff t-Value p-Value

Effort Expectancy -> Behavioral Intentention 0.113 1.981 0.048

Performance Expectancy -> Behavioral

Intentention 0.139 2.010 0.047

Security -> Behavioral Intentention 0.166 2.950 0.032

Sosial Influence -> Behavioral Intentention 0.127 2.031 0.046

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3. Multigrup Analisis Experience

a. Loading Factor

Outer Loadings group 1

Outer Loadings group 2

STDEV group 1

STDEV group 2

t-Values group 1

t-Values group 1

p-Values group 1

p-Values group 2

BIX1 <- Behavioral Intentention

0.855 0.852 0.013 0.013 65.001 65.986 0.000 0.000

BIX2 <- Behavioral Intentention

0.855 0.829 0.012 0.014 69.321 57.170 0.000 0.000

BIX3 <- Behavioral Intentention

0.839 0.835 0.013 0.015 63.343 57.521 0.000 0.000

BIX4 <- Behavioral Intentention

0.820 0.836 0.021 0.017 39.047 47.972 0.000 0.000

EEX1 <- Effort Expectancy

0.850 0.840 0.013 0.014 67.040 59.256 0.000 0.000

EEX2 <- Effort Expectancy

0.859 0.841 0.012 0.014 69.430 60.311 0.000 0.000

EEX3 <- Effort Expectancy

0.845 0.879 0.014 0.011 61.722 80.827 0.000 0.000

EEX4 <- Effort Expectancy

0.877 0.863 0.011 0.012 79.359 70.729 0.000 0.000

FCX1 <- Faciliting Condition

0.871 0.867 0.011 0.012 75.770 70.169 0.000 0.000

FCX2 <- Faciliting Condition

0.850 0.849 0.013 0.017 63.514 49.494 0.000 0.000

FCX3 <- Faciliting Condition

0.879 0.876 0.011 0.012 80.691 73.682 0.000 0.000

PEX1 <- Performance Expectancy

0.839 0.836 0.014 0.014 58.707 61.474 0.000 0.000

PEX2 <- Performance Expectancy

0.854 0.855 0.013 0.013 65.594 65.977 0.000 0.000

PEX3 <- Performance Expectancy

0.839 0.853 0.015 0.013 55.438 66.929 0.000 0.000

PEX4 <- Performance Expectancy

0.845 0.847 0.014 0.013 58.811 66.823 0.000 0.000

PEX5 <- Performance Expectancy

0.846 0.845 0.014 0.014 60.057 61.464 0.000 0.000

SIX1 <- Sosial Influence 0.830 0.843 0.016 0.013 51.972 66.239 0.000 0.000

SIX2 <- Sosial Influence 0.852 0.853 0.012 0.013 70.014 66.756 0.000 0.000

SIX3 <- Sosial Influence 0.833 0.849 0.016 0.015 52.090 55.230 0.000 0.000

SIX4 <- Sosial Influence 0.854 0.839 0.013 0.014 64.043 58.687 0.000 0.000

SX1 <- Security 0.862 0.847 0.013 0.015 67.714 58.320 0.000 0.000

SX2 <- Security 0.853 0.850 0.012 0.014 69.489 61.057 0.000 0.000

SX3 <- Security 0.861 0.858 0.012 0.012 70.086 71.022 0.000 0.000

SX4 <- Security 0.826 0.841 0.015 0.014 54.342 59.017 0.000 0.000

USEX1 <- Use Behavioral

0.852 0.861 0.013 0.012 63.238 70.252 0.000 0.000

USEX2 <- Use Behavioral

0.830 0.848 0.015 0.013 56.933 66.862 0.000 0.000

USEX3 <- Use Behavioral

0.822 0.841 0.018 0.018 45.022 47.415 0.000 0.000

USEX4 <- Use Behavioral

0.809 0.818 0.018 0.022 44.781 37.417 0.000 0.000

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b. Composite Reliability

Composite Reliability group 1

Composite Reliability group 2

STDEV group 1

STDEV group 2

t-Values group 1

t-Values group 2

p-Values group 1

p-Values group 2

Behavioral Intentention

0.907 0.904 0.007 0.007 127.965 123.299 0.000 0.000

Effort Expectancy 0.918 0.916 0.006 0.006 149.939 148.327 0.000 0.000

Faciliting Condition 0.901 0.898 0.008 0.009 118.361 99.978 0.000 0.000

Performance Expectancy

0.926 0.927 0.006 0.006 156.525 168.192 0.000 0.000

Security 0.913 0.912 0.007 0.007 138.685 129.925 0.000 0.000

Sosial Influence 0.907 0.910 0.007 0.007 130.251 133.426 0.000 0.000

Use Behavioral 0.897 0.907 0.008 0.008 110.534 117.486 0.000 0.000

c. Cronbach Alpha

Cronbach's

Alpha group

1

Cronbach's

Alpha

group 2

STDEV

group 1

STDEV

group 2

t-Values

group 1

t-Values

group 2

p-Values

group 1

p-Values

group 2

Behavioral Intentention 0.863 0.858 0.012 0.012 74.711 71.540 0.000 0.000

Effort Expectancy 0.880 0.878 0.010 0.010 90.469 89.214 0.000 0.000

Faciliting Condition 0.834 0.830 0.014 0.017 59.100 49.520 0.000 0.000

Performance Expectancy 0.900 0.902 0.009 0.008 103.818 112.136 0.000 0.000

Security 0.872 0.871 0.011 0.011 82.686 77.202 0.000 0.000

Sosial Influence 0.864 0.868 0.011 0.011 76.380 78.874 0.000 0.000

Use Behavioral 0.848 0.863 0.013 0.013 62.962 68.758 0.000 0.000

d. Path Coefficient Path Coefficients group 1 Path Coefficients group 2

Effort Expectancy -> Behavioral Intentention 0.072 0.195

Faciliting Condition -> Behavioral Intentention 0.201 0.081

Security -> Behavioral Intentention 0.301 0.125

Sosial Influence -> Behavioral Intentention 0.033 0.178

e. Parametric Test

Path

Coefficients-diff t-Value p-Value

Effort Expectancy -> Behavioral Intentention 0.123 2.010 0.048

Faciliting Condition -> Behavioral

Intentention 0.120 2.013 0.048

Security -> Behavioral Intentention 0.176 2.971 0.031

Sosial Influence -> Behavioral Intentention 0.145 2.252 0.039

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4. Multigrup Analisis Voluntary od Use

a. Loading Factor

Outer Loadings group 1

Outer Loadings group 2

STDEV group 1

STDEV group 2

t-Values group 1

t-Values group 2

p-Values group 1

p-Values group 2

BIX1 <- Behavioral Intentention 0.857 0.849 0.012 0.013 71.277 65.857 0.000 0.000

BIX2 <- Behavioral Intentention 0.840 0.842 0.014 0.013 61.721 63.325 0.000 0.000

BIX3 <- Behavioral Intentention 0.835 0.839 0.014 0.014 58.431 60.726 0.000 0.000

BIX4 <- Behavioral Intentention 0.827 0.829 0.018 0.020 45.157 42.512 0.000 0.000

EEX1 <- Effort Expectancy 0.855 0.834 0.012 0.014 72.790 58.989 0.000 0.000

EEX2 <- Effort Expectancy 0.841 0.857 0.014 0.012 61.683 72.487 0.000 0.000

EEX3 <- Effort Expectancy 0.866 0.857 0.012 0.011 69.710 75.244 0.000 0.000

EEX4 <- Effort Expectancy 0.874 0.865 0.011 0.011 79.529 76.858 0.000 0.000

FCX1 <- Faciliting Condition 0.858 0.879 0.013 0.011 67.556 78.080 0.000 0.000

FCX2 <- Faciliting Condition 0.864 0.837 0.014 0.017 62.839 47.936 0.000 0.000

FCX3 <- Faciliting Condition 0.869 0.885 0.012 0.010 71.573 86.237 0.000 0.000

PEX1 <- Performance Expectancy

0.841 0.833 0.013 0.014 63.591 59.320 0.000 0.000

PEX2 <- Performance Expectancy

0.854 0.855 0.013 0.013 65.665 67.088 0.000 0.000

PEX3 <- Performance Expectancy

0.844 0.849 0.013 0.013 66.341 67.600 0.000 0.000

PEX4 <- Performance Expectancy

0.840 0.852 0.013 0.012 62.641 70.507 0.000 0.000

PEX5 <- Performance Expectancy

0.841 0.849 0.015 0.013 57.404 64.022 0.000 0.000

SIX1 <- Sosial Influence 0.840 0.834 0.015 0.013 57.029 62.443 0.000 0.000

SIX2 <- Sosial Influence 0.855 0.850 0.012 0.012 70.159 72.465 0.000 0.000

SIX3 <- Sosial Influence 0.843 0.841 0.017 0.014 48.875 59.637 0.000 0.000

SIX4 <- Sosial Influence 0.841 0.848 0.014 0.013 58.394 64.038 0.000 0.000

SX1 <- Security 0.840 0.868 0.015 0.012 55.352 73.615 0.000 0.000

SX2 <- Security 0.862 0.840 0.012 0.013 69.505 65.487 0.000 0.000

SX3 <- Security 0.852 0.865 0.013 0.012 66.832 71.797 0.000 0.000

SX4 <- Security 0.838 0.830 0.015 0.015 56.091 53.966 0.000 0.000

USEX1 <- Use Behavioral 0.861 0.853 0.013 0.013 67.651 66.032 0.000 0.000

USEX2 <- Use Behavioral 0.847 0.835 0.013 0.014 64.309 59.453 0.000 0.000

USEX3 <- Use Behavioral 0.840 0.824 0.017 0.019 50.229 42.812 0.000 0.000

USEX4 <- Use Behavioral 0.798 0.831 0.023 0.015 34.205 54.193 0.000 0.000

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b. Composite Reliability

Composite Reliability group 1

Composite Reliability group 2

STDEV group 1

STDEV group 2

t-Values group 1

t-Values group 2

p-Values group 1

p-Values group 2

Behavioral Intentention 0.905 0.905 0.007 0.007 129.470 126.219 0.000 0.000

Effort Expectancy 0.918 0.915 0.006 0.006 155.286 156.127 0.000 0.000

Faciliting Condition 0.898 0.901 0.009 0.008 105.223 110.911 0.000 0.000

Performance Expectancy 0.925 0.927 0.006 0.005 163.356 176.039 0.000 0.000

Security 0.911 0.913 0.007 0.007 125.525 137.981 0.000 0.000

Sosial Influence 0.909 0.908 0.007 0.006 125.505 145.475 0.000 0.000

Use Behavioral 0.903 0.903 0.008 0.007 112.959 122.052 0.000 0.000

c. Cronbach Alpha

Cronbach's Alpha group 1

Cronbach's Alpha group 2

STDEV group 1

STDEV group 2

t-Values group 1

t-Values group 2

p-Values group 1

p-Values group 2

Behavioral Intentention 0.861 0.861 0.011 0.012 75.403 73.397 0.000 0.000

Effort Expectancy 0.882 0.876 0.009 0.009 94.152 93.755 0.000 0.000

Faciliting Condition 0.830 0.835 0.016 0.015 52.131 55.363 0.000 0.000

Performance Expectancy 0.899 0.902 0.008 0.008 108.550 117.494 0.000 0.000

Security 0.870 0.873 0.012 0.011 74.476 82.061 0.000 0.000

Sosial Influence 0.866 0.865 0.012 0.010 74.067 85.464 0.000 0.000

Use Behavioral 0.857 0.856 0.013 0.012 65.387 70.643 0.000 0.000

d. Path Coefficient Path Coefficients group 1 Path Coefficients group 2

Security -> Behavioral Intentention 0.242 0.301

Sosial Influence -> Behavioral Intentention 0.189 0.051

e. Parametric Test

Path Coefficients-

diff t-Value p-Value

Security -> Behavioral Intentention 0.059 1.652 0.073

Sosial Influence -> Behavioral Intentention 0.138 2.210 0.041

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LAMPIRAN DATA PENELITIAN

Gender

Age

Experience

VoU

Nama_Bank PEX1

PEX2

PEX3

PEX4

PEX5

EEX1

EEX2

EEX3

EEX4

SIX1

SIX2

SIX3

SIX4

FCX1

FCX2

FCX3

SX1

SX2

SX3

SX4

BIX1

BIX2

BIX3

BIX4

USEX1

USEX2

USEX3

USEX4

1 1 2 1 1 4 4 4 4 4 5 4 5 5 4 4 5 5 5 4 4 5 5 5 5 5 4 4 4 5 4 5 5

1 2 2 2 1 5 4 5 5 5 5 4 4 5 5 5 4 4 4 4 5 4 5 4 5 4 4 4 5 5 4 4 5

1 1 1 2 1 5 4 4 5 4 5 5 4 5 5 5 5 4 4 5 5 5 5 4 4 4 4 4 4 5 4 5 5

2 1 2 1 1 5 4 4 5 5 5 4 4 5 4 5 4 4 4 4 4 5 5 5 5 5 5 4 5 5 4 5 5

2 1 1 1 1 5 5 5 4 4 5 5 5 5 5 5 5 4 4 5 4 5 5 4 5 4 5 5 5 4 5 5 5

1 1 2 2 1 4 5 5 4 4 4 4 5 5 4 5 5 5 5 4 4 5 4 4 5 5 5 4 5 5 5 4 5

2 2 2 1 1 5 5 5 4 4 4 4 5 5 4 5 5 4 4 5 4 4 4 4 4 5 5 5 5 4 4 4 5

1 1 1 1 1 4 4 4 5 5 4 5 4 4 5 5 5 4 5 4 4 4 4 4 5 4 4 5 4 4 4 5 5

1 1 1 1 1 4 4 4 4 5 5 5 5 5 5 5 4 5 5 5 5 5 5 5 4 4 4 5 4 5 4 5 5

1 1 2 1 1 4 5 4 4 4 5 5 4 5 5 5 4 4 4 4 5 5 5 4 4 4 5 5 5 4 5 4 4

2 1 2 2 1 4 4 5 4 5 5 4 5 4 4 4 4 4 5 5 4 4 4 4 4 4 4 5 5 4 4 4 5

2 2 2 2 1 4 4 4 5 4 5 4 4 5 5 5 4 4 4 5 4 4 5 4 4 5 5 4 4 4 4 4 4

1 2 2 2 1 5 4 4 4 4 5 5 4 4 5 4 4 4 4 4 4 5 5 4 5 5 4 5 4 5 5 4 5

1 2 1 2 1 4 4 4 4 4 4 5 5 4 5 5 4 5 5 4 4 5 4 5 5 5 4 4 4 4 5 4 5

2 1 2 1 1 5 5 4 5 4 5 4 5 4 5 4 4 5 4 5 4 5 4 4 4 4 5 4 5 5 4 5 5

1 1 1 2 1 5 5 4 5 4 4 4 4 4 5 5 4 4 4 5 5 5 4 4 4 4 5 5 5 4 4 5 5

1 2 2 1 1 4 4 4 4 4 5 5 4 5 5 5 5 5 5 5 5 4 5 5 4 4 4 4 5 4 4 5 4

2 2 1 1 1 5 5 4 5 5 4 5 5 4 5 4 5 4 5 5 5 5 5 4 4 4 4 4 4 4 4 4 4

2 2 1 2 1 5 5 4 4 4 4 5 5 4 5 5 4 5 5 5 4 5 5 5 4 4 5 5 5 4 5 5 4

2 1 1 2 1 5 4 5 4 5 5 4 5 4 5 4 5 4 5 5 5 5 5 5 4 5 5 5 4 5 5 4 5

2 2 2 1 1 4 4 4 5 5 5 5 4 4 5 4 5 5 4 5 5 5 4 5 5 5 4 4 4 4 5 4 4

1 1 2 1 1 5 5 4 5 4 5 5 5 5 4 4 4 4 5 4 5 4 5 4 4 5 5 4 5 5 5 5 4

2 1 2 2 1 5 4 5 5 4 4 5 5 4 4 5 4 4 4 5 5 5 4 5 4 4 5 4 5 5 4 5 5

1 1 2 2 1 4 5 4 4 5 4 5 5 5 5 5 4 5 5 4 5 5 5 5 5 5 4 4 5 4 4 4 4

2 2 2 2 1 5 5 5 5 5 5 4 5 4 5 5 4 4 4 5 5 4 5 5 4 5 5 5 5 4 5 4 4

1 1 1 2 1 4 4 4 5 4 5 4 5 5 5 5 5 5 5 4 5 4 4 4 4 5 4 4 4 5 5 4 4

1 2 1 2 1 4 5 4 5 5 5 5 4 4 4 5 4 4 4 5 4 5 5 5 5 5 5 4 4 5 4 5 4

1 2 1 1 1 4 5 5 5 5 4 5 4 4 4 4 4 4 4 5 5 4 5 4 4 5 4 4 4 5 4 5 5

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Gender

Age

Experience

VoU

Nama_Bank PEX1

PEX2

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EEX1

EEX2

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EEX4

SIX1

SIX2

SIX3

SIX4

FCX1

FCX2

FCX3

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1 1 1 1 1 4 3 3 3 4 3 3 4 4 4 4 3 4 3 4 3 4 4 4 3 3 4 4 4 4 3 4 4

2 1 1 2 1 3 3 3 3 3 4 4 3 3 4 4 3 4 4 3 4 3 3 4 4 3 3 3 4 3 4 4 3

2 1 1 2 1 4 4 4 3 4 4 4 4 3 4 3 3 3 3 3 4 3 4 4 3 3 3 4 4 4 4 3 3

2 2 1 1 1 3 3 4 3 3 4 4 4 3 4 3 4 3 3 4 3 4 4 3 4 3 3 4 4 4 3 3 3

1 1 2 1 1 4 3 3 3 4 3 3 4 3 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 3 3 3

2 2 2 1 1 3 3 3 4 3 3 4 3 3 3 3 4 3 4 4 4 4 3 3 3 3 3 4 4 4 3 4 3

1 2 2 1 1 3 4 4 4 3 4 4 4 4 3 4 4 3 4 3 3 3 4 4 4 4 3 4 4 3 4 4 4

2 2 1 1 1 4 4 3 4 3 4 4 3 3 4 3 4 3 4 3 4 4 3 4 3 4 3 4 4 3 4 3 4

1 1 1 1 1 4 4 4 3 3 3 3 3 3 4 3 4 3 3 4 4 4 4 3 4 3 3 3 4 3 3 4 4

1 1 1 2 1 3 4 3 4 3 3 4 3 4 4 3 3 4 3 4 4 4 3 3 4 4 4 3 4 4 4 4 4

1 1 1 2 1 4 3 4 4 3 4 3 4 4 4 4 4 3 4 4 4 4 4 3 4 3 3 3 4 4 4 3 3

2 2 2 2 1 4 4 4 4 3 3 4 4 4 3 3 3 3 3 4 4 3 3 3 4 3 4 4 4 4 4 4 4

1 2 2 2 1 3 4 3 3 3 3 3 3 3 4 4 3 3 4 4 3 3 4 3 4 3 4 4 3 3 4 3 4

2 1 1 1 1 4 3 3 3 4 4 3 4 3 3 4 3 3 4 4 3 4 4 4 4 4 4 4 3 3 3 4 3

2 2 2 1 1 4 4 4 4 3 3 3 3 3 3 4 3 3 3 3 3 3 3 3 4 3 4 3 3 3 3 4 4

2 1 2 1 1 3 4 3 4 4 4 4 4 4 3 4 4 4 3 4 4 3 3 4 4 3 3 3 3 3 3 4 4

2 1 1 2 1 3 4 4 4 3 4 3 3 4 4 4 4 3 4 4 3 3 4 3 3 3 3 4 3 3 4 4 3

1 1 2 2 1 4 3 3 3 3 3 4 3 4 4 4 3 3 3 3 3 3 4 4 3 4 3 4 4 3 4 4 3

2 1 1 2 1 3 3 4 3 3 4 3 3 3 4 3 4 3 3 4 4 4 4 3 4 4 3 3 3 3 4 4 4

1 1 2 1 1 4 3 4 4 3 4 4 4 4 4 4 4 3 4 4 4 4 3 3 4 3 4 3 3 3 3 3 3

2 1 1 2 1 3 3 3 3 4 3 4 4 4 3 4 4 4 4 3 3 3 4 3 4 3 3 3 3 4 4 4 4

2 2 1 1 1 3 3 3 4 3 4 3 4 4 4 4 3 3 3 3 3 3 3 4 3 4 4 4 4 4 3 3 3

2 1 2 1 1 3 3 4 3 4 3 4 4 4 4 3 3 4 3 3 3 3 4 4 4 4 4 4 4 4 3 3 3

2 2 2 1 1 3 3 4 3 4 3 3 4 4 3 4 4 4 3 4 3 4 3 3 3 3 4 4 4 4 3 3 4

1 2 2 2 1 3 4 4 4 4 3 4 4 3 3 4 3 3 4 3 4 3 4 4 3 3 4 3 4 3 4 3 4

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2 1 2 1 1 4 4 4 4 3 3 3 3 3 4 3 3 3 3 4 3 3 3 3 4 4 3 3 4 4 4 4 3

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FCX1

FCX2

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BIX1

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USEX1

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2 2 1 1 1 4 4 4 3 4 4 3 3 4 4 3 4 4 4 4 4 3 4 3 4 3 4 3 4 3 4 3 4

1 1 1 2 1 4 4 3 3 4 4 3 3 3 3 4 3 4 4 4 4 4 3 3 3 3 4 3 4 3 4 4 3

2 2 2 2 1 2 3 3 3 3 2 3 2 3 2 2 2 3 2 2 3 3 2 2 3 2 3 2 2 3 2 3 2

1 1 1 2 1 3 2 2 2 3 2 2 2 2 3 2 2 2 3 3 2 3 3 2 3 3 2 3 2 3 3 3 3

2 1 1 1 1 2 2 2 2 2 2 2 2 2 3 3 3 3 3 3 2 2 2 2 3 2 2 2 2 3 3 2 2

1 2 2 2 1 2 2 2 3 3 3 2 3 3 3 2 3 2 3 2 2 3 2 2 2 3 3 3 2 3 3 2 3

1 2 1 2 1 2 2 2 3 3 2 2 2 3 3 3 2 3 3 3 2 2 2 3 3 3 3 2 2 3 2 2 3

2 1 1 1 1 3 2 2 2 2 3 3 3 2 2 3 2 3 3 2 3 3 2 3 2 3 3 3 3 2 3 3 2

1 1 2 1 1 3 3 3 2 2 2 3 3 2 3 3 2 2 2 3 3 3 2 3 3 3 3 2 2 2 3 2 3

1 2 1 2 1 3 3 3 2 2 2 3 2 3 2 3 3 2 3 3 2 2 2 3 3 3 3 3 3 2 2 2 2

2 2 2 1 1 2 2 3 2 2 2 2 3 2 3 2 2 3 3 2 3 2 3 3 2 3 2 3 3 2 2 3 3

1 1 1 1 1 2 3 3 2 2 2 2 2 2 3 2 3 3 3 2 3 3 2 3 2 2 3 2 2 3 3 3 3

2 1 2 1 1 3 3 4 3 4 3 3 4 4 3 4 4 4 3 4 3 4 3 3 3 3 4 4 4 4 3 3 4

2 1 1 1 1 3 4 4 4 4 3 4 4 3 3 4 3 3 4 3 4 3 4 4 3 3 4 3 4 3 4 3 4

1 1 1 1 1 3 3 4 4 4 4 3 3 3 4 4 4 3 4 3 3 4 4 3 3 4 4 4 4 4 4 3 3

1 1 1 2 1 4 4 4 4 3 3 3 3 3 4 3 3 3 3 4 3 3 3 3 4 4 3 3 4 4 4 4 3

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PEX2

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2 1 1 1 1 3 4 4 4 4 3 4 4 4 4 3 3 4 4 3 3 3 4 4 3 4 3 4 4 3 3 4 4

1 1 2 1 1 3 3 3 3 4 3 4 4 4 4 3 3 3 4 4 4 3 3 4 3 3 3 4 4 4 3 3 3

1 2 2 1 1 3 4 3 3 3 3 4 4 4 3 4 3 4 4 4 3 3 3 4 4 3 4 4 4 3 3 4 3

2 2 2 2 1 4 3 4 3 3 3 4 3 3 4 3 4 3 4 4 3 3 4 3 3 4 4 4 4 3 4 3 3

2 2 1 2 1 4 3 3 4 3 3 3 3 3 4 4 4 3 3 3 4 3 4 3 4 3 3 3 4 3 4 4 3

2 2 1 1 1 4 4 3 4 4 3 4 3 3 3 3 3 4 3 4 3 3 3 3 3 4 3 3 4 3 3 3 4

2 2 1 2 1 3 4 3 4 3 3 4 3 3 4 3 3 4 4 3 3 3 4 3 3 4 4 3 4 4 4 3 3

2 1 1 2 1 3 3 4 4 3 4 4 3 3 4 4 4 3 4 4 3 4 3 4 4 3 3 3 4 4 4 3 4

2 2 1 1 1 3 3 4 3 4 3 4 3 3 4 3 4 3 4 3 3 4 3 4 4 3 3 3 4 3 4 4 4

2 2 2 1 1 4 4 4 4 4 3 4 3 3 4 4 3 3 3 3 3 3 4 4 3 3 3 3 3 4 4 3 4

2 1 2 1 1 4 3 3 3 3 4 4 4 4 4 4 3 3 3 4 3 3 4 3 4 4 3 4 4 3 4 3 4

2 2 1 1 1 3 4 4 3 3 4 4 4 4 4 3 4 3 3 4 3 3 4 3 3 4 4 4 3 3 3 4 3

2 1 2 1 1 4 4 3 3 3 3 3 3 4 3 4 3 3 3 4 3 3 4 4 3 4 4 3 3 3 4 4 3

2 1 2 1 1 3 3 3 3 4 3 3 4 4 4 3 3 3 3 3 3 3 4 4 4 3 3 4 4 3 3 3 4

2 1 2 2 1 4 3 3 4 4 4 3 4 3 3 3 4 4 3 3 4 4 3 3 3 4 3 3 4 4 4 3 3

1 2 1 2 1 3 4 4 4 3 4 4 4 4 4 4 3 3 3 3 4 3 3 4 3 4 3 3 4 3 4 3 3

1 2 2 2 1 4 4 3 4 4 4 4 4 3 4 4 4 4 3 4 3 4 3 3 4 3 3 3 4 4 3 4 4

1 1 2 2 1 4 3 4 3 4 4 3 4 4 3 3 4 4 4 4 4 3 4 4 3 4 3 3 3 4 4 4 3

1 1 1 2 1 3 4 4 3 4 3 3 4 4 4 3 4 4 4 3 4 4 3 3 3 3 4 3 3 3 4 3 4

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2 2 1 2 1 4 4 3 3 4 4 4 3 3 3 3 3 3 4 4 3 3 4 4 4 3 3 3 3 4 3 4 4

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2 2 1 2 1 4 3 4 3 3 4 3 4 3 3 4 4 3 4 4 4 4 3 3 3 3 4 4 3 4 3 3 4

2 1 1 2 1 3 3 4 4 4 4 3 3 4 3 3 3 3 4 4 3 4 3 4 4 3 4 3 3 4 3 3 4

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1 1 1 1 1 4 3 3 4 4 3 4 3 4 3 4 3 3 4 4 3 4 4 4 4 4 3 4 3 3 4 4 3

1 2 1 1 1 3 4 3 3 4 4 4 4 4 3 3 4 4 3 3 3 3 4 3 4 3 4 3 4 4 4 3 4

1 2 1 1 1 4 3 4 4 3 3 3 3 4 4 3 3 3 4 4 3 4 3 4 4 3 3 4 3 4 4 4 3

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1 1 2 1 1 4 4 3 4 3 4 4 4 4 3 3 3 4 4 4 3 3 4 3 3 3 4 3 3 3 4 4 3

1 2 2 1 1 3 4 4 3 4 4 4 4 3 4 4 3 3 4 4 3 4 4 4 3 4 3 4 3 3 4 4 4

1 2 1 2 1 4 4 3 3 3 3 3 4 3 3 3 4 4 3 3 3 4 4 4 4 3 3 4 3 3 4 4 3

2 1 1 1 1 4 4 3 3 4 3 3 3 4 4 4 4 3 3 3 4 4 4 4 4 4 3 4 4 4 4 3 4

1 2 2 1 1 3 4 3 3 4 4 4 4 3 3 4 3 4 4 4 3 4 4 4 3 3 4 4 3 4 3 4 4

2 1 1 1 1 4 4 3 3 4 4 3 4 4 3 3 3 3 3 3 4 4 4 4 4 4 4 4 4 4 3 3 4

1 1 1 1 1 4 3 3 4 4 4 3 4 3 4 4 3 4 4 3 4 3 3 3 3 3 4 3 4 3 4 3 3

2 1 1 2 1 3 4 4 4 3 3 4 3 3 4 4 4 3 3 3 4 4 4 3 3 4 3 3 4 3 3 4 4

1 2 1 2 1 4 3 4 3 3 3 3 4 3 4 4 3 3 4 4 3 4 4 3 3 4 4 4 3 4 4 3 4

2 1 2 2 1 4 5 4 4 5 4 5 5 5 5 5 4 4 4 4 4 4 5 4 5 4 5 4 5 5 4 5 5

1 1 1 1 1 5 4 5 5 4 4 5 4 5 5 5 5 4 5 5 5 4 5 5 5 4 4 4 5 5 4 4 4

2 2 2 2 1 4 5 5 5 5 4 5 5 5 5 4 5 5 4 4 4 5 5 4 4 5 4 5 5 5 5 5 5

1 1 2 2 1 4 5 4 4 4 4 5 4 4 4 4 4 5 4 4 4 4 5 4 5 5 4 4 5 4 5 4 5

2 2 2 1 1 4 5 4 4 4 4 5 5 5 4 4 4 5 5 4 4 5 4 5 4 4 5 4 5 4 5 4 5

1 2 2 1 1 4 5 4 4 5 4 5 4 4 4 5 5 4 4 4 5 5 5 5 4 5 4 5 5 5 5 5 5

2 2 1 1 1 4 4 4 4 5 5 5 4 5 4 5 5 4 4 5 4 5 4 5 4 4 5 5 5 5 5 5 4

2 2 1 2 1 4 4 5 5 4 4 4 5 4 4 5 5 4 5 4 5 5 4 5 4 4 5 4 5 5 4 4 5

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1 1 1 2 1 5 4 5 5 5 4 4 4 5 5 5 4 5 4 4 5 5 4 5 4 4 5 4 4 4 5 4 4

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1 2 1 1 1 5 4 4 5 4 5 4 5 4 4 5 5 5 5 5 5 5 5 5 5 4 4 4 5 5 5 5 4

2 2 2 2 1 5 4 4 5 4 5 4 4 4 4 5 4 4 4 4 5 4 5 5 4 5 4 5 4 5 4 4 4

1 1 2 2 1 4 5 4 4 5 5 4 4 4 5 5 4 4 5 4 5 5 4 5 4 5 5 5 4 4 4 4 5

1 1 1 1 1 5 5 4 4 5 4 5 5 5 5 5 4 5 4 4 5 5 5 4 5 5 5 5 5 4 5 5 5

1 1 2 2 1 5 4 5 5 4 5 4 5 4 5 4 5 5 4 5 4 5 5 5 5 4 4 5 5 5 5 4 5

2 1 1 2 1 5 5 4 4 5 4 4 4 4 5 5 5 5 5 4 5 4 4 4 5 5 5 4 5 4 5 4 5

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1 2 1 2 1 4 4 5 4 4 4 5 4 5 4 4 4 4 4 5 5 5 4 5 4 5 5 5 5 4 4 4 5

2 1 1 2 1 4 3 4 4 3 3 3 4 4 4 3 4 3 3 4 3 3 4 4 4 4 4 3 3 3 3 3 4

2 1 2 1 1 4 3 4 4 3 4 4 3 4 3 4 4 4 4 3 3 4 4 4 4 4 3 3 4 4 3 4 4

1 2 1 1 1 3 4 3 3 3 3 4 3 4 4 4 3 4 4 3 4 4 3 3 3 3 4 4 3 4 3 4 4

2 1 2 2 1 4 4 3 3 3 4 4 3 4 3 4 3 4 3 4 4 4 3 3 4 4 3 4 4 4 3 3 4

2 1 1 2 1 4 4 4 3 4 3 3 4 3 3 4 4 3 3 4 3 3 3 3 4 3 4 3 4 3 4 3 3

1 1 1 1 1 4 3 3 4 4 4 3 3 4 3 4 4 4 4 3 4 4 4 4 3 3 3 4 3 3 3 3 4

2 2 2 2 1 3 3 4 3 4 3 4 4 4 3 3 3 4 4 4 3 3 3 4 4 4 4 4 3 4 4 4 4

2 2 2 2 1 3 3 3 4 4 3 4 3 4 4 4 3 4 4 4 3 4 4 3 3 4 4 3 4 3 4 4 3

2 2 2 1 1 3 3 4 3 4 3 4 4 3 3 3 3 4 3 4 3 4 3 4 3 3 3 4 3 4 3 3 3

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2 2 1 1 1 3 4 3 4 3 4 3 3 4 3 3 4 4 3 3 4 4 4 4 4 4 4 3 3 3 3 4 4

1 2 1 1 1 4 4 4 4 3 4 3 4 4 3 3 4 3 4 3 3 3 4 3 4 3 3 4 3 3 3 4 4

2 2 2 1 1 4 4 3 4 4 3 4 4 4 3 3 4 4 4 4 3 3 3 3 4 4 4 4 4 3 3 3 3

2 1 1 2 1 4 4 4 3 4 3 3 4 4 4 4 3 3 3 4 3 3 3 3 3 3 4 3 3 3 3 3 3

1 1 2 2 1 3 3 4 4 3 3 4 3 3 3 3 4 4 3 3 3 3 4 3 3 4 4 3 4 3 4 4 3

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1 2 2 2 1 4 3 3 4 3 3 4 3 3 3 3 4 4 4 3 4 3 4 3 3 4 4 3 4 4 4 4 3

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2 2 2 1 1 4 3 4 4 3 3 3 3 3 3 4 4 4 3 4 4 3 4 3 3 3 3 4 4 3 4 3 4

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1 1 1 1 1 3 3 3 4 4 3 3 3 4 3 4 4 3 3 3 3 4 3 3 3 3 3 3 4 4 3 4 3

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2 1 1 2 1 2 2 3 3 3 3 3 2 2 3 3 3 2 2 2 2 2 3 3 3 2 3 2 3 3 2 3 2

1 1 2 1 1 2 2 3 3 2 3 2 2 3 3 3 3 3 3 2 3 3 3 3 3 2 3 2 3 2 2 2 2

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2 2 1 2 4 4 4 3 3 4 4 3 3 3 3 4 3 4 4 4 4 4 3 3 3 3 4 3 4 3 4 4 3

2 2 2 1 4 2 3 2 3 3 3 2 3 3 3 2 2 3 3 2 3 2 3 2 2 3 3 2 3 2 2 3 2

1 1 2 1 4 3 2 3 3 3 2 3 3 2 2 3 2 2 2 2 2 3 3 2 3 3 2 3 2 2 2 2 3

1 2 2 1 4 2 3 2 3 3 2 2 3 3 3 2 2 2 2 3 3 3 3 2 3 3 3 3 2 2 2 3 3

2 1 1 2 4 2 2 2 2 2 3 3 2 3 2 3 2 2 2 3 3 3 2 3 3 2 3 3 3 2 3 3 3

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Gender

Age

Experience

VoU

Nama_Bank PEX1

PEX2

PEX3

PEX4

PEX5

EEX1

EEX2

EEX3

EEX4

SIX1

SIX2

SIX3

SIX4

FCX1

FCX2

FCX3

SX1

SX2

SX3

SX4

BIX1

BIX2

BIX3

BIX4

USEX1

USEX2

USEX3

USEX4

1 1 1 2 4 3 3 2 3 3 3 2 2 3 2 3 3 3 2 2 3 2 2 3 3 3 2 2 2 2 3 2 3

1 1 1 2 4 3 2 2 2 3 2 2 3 2 2 3 2 2 2 3 2 3 2 3 2 2 2 3 3 2 2 2 3

2 2 2 2 4 3 2 3 2 2 3 2 2 2 2 2 2 3 3 3 2 2 2 3 2 2 3 3 2 2 2 3 2

1 2 1 2 4 3 2 3 2 3 3 3 2 2 2 3 2 3 3 3 2 2 2 2 2 2 3 2 2 3 2 2 2

2 1 2 1 4 2 2 2 2 2 3 2 2 3 3 3 2 3 2 3 3 2 2 2 2 3 2 3 3 2 2 3 3

1 2 1 1 4 4 3 4 3 3 3 4 3 4 3 3 4 4 3 3 4 3 4 4 3 3 3 3 4 4 4 4 4

2 1 2 1 4 4 4 3 3 4 4 3 3 3 3 4 4 4 3 4 3 3 4 4 4 4 4 4 3 3 3 4 3

2 1 2 2 4 3 4 4 3 3 4 3 4 4 3 3 4 4 4 3 4 3 3 4 3 4 4 4 3 3 3 4 4

2 1 1 2 4 4 4 4 3 4 3 4 3 4 4 3 4 3 3 4 3 3 3 3 4 4 3 3 4 3 3 3 4

1 1 1 2 4 4 4 3 3 4 4 4 3 4 3 4 3 4 3 3 4 3 3 4 3 3 4 3 3 3 3 4 3

1 1 1 2 4 5 5 4 4 4 4 3 3 4 4 4 4 3 3 4 4 4 4 3 3 3 4 3 4 4 3 4 4

2 1 2 2 4 4 5 3 4 4 4 4 4 3 3 4 4 3 4 3 4 4 4 3 3 4 4 3 4 4 3 3 3

1 2 1 1 4 4 4 3 4 4 3 4 4 4 3 4 4 3 3 4 3 4 4 4 3 4 3 4 3 4 4 4 3

2 1 1 2 4 3 4 3 3 4 4 4 4 4 4 4 4 4 4 3 3 3 4 4 3 4 3 4 4 4 3 3 4

1 2 2 1 4 3 4 4 3 3 3 4 3 3 4 4 4 3 3 3 3 3 3 3 4 4 3 3 3 3 3 4 3

1 2 1 2 4 3 3 3 3 4 3 4 3 4 3 3 4 3 4 4 3 3 3 3 3 4 3 3 3 4 4 4 4

1 2 2 2 4 4 3 3 3 3 3 3 3 4 3 4 4 4 3 3 3 4 3 3 3 3 4 4 3 4 3 3 4

1 2 1 2 4 5 5 5 5 5 5 5 5 5 5 5 5 5 1 2 2 5 4 5 5 5 5 5 2 5 5 3 4

2 1 2 1 4 5 5 5 5 5 5 5 5 5 5 5 2 5 5 4 3 5 5 5 5 5 5 3 4 3 4 5 4

2 1 2 2 4 3 5 4 4 5 5 4 3 4 4 4 4 5 4 5 5 5 5 5 3 3 3 1 2 2 2 5 3

1 1 1 1 4 5 3 4 3 3 5 4 3 4 4 3 2 2 3 2 3 5 4 4 5 5 5 5 5 5 5 4 3

2 2 2 1 4 4 5 4 5 4 4 4 5 5 5 4 4 5 5 5 5 2 5 5 3 4 4 4 4 5 4 4 3

2 1 2 2 4 5 5 5 5 5 5 5 5 5 5 5 5 5 5 2 5 4 4 4 4 3 3 5 5 5 5 5 3

2 1 2 1 4 5 5 5 5 5 4 3 5 5 3 5 4 4 3 4 3 5 3 4 5 5 5 5 5 5 5 5 3

2 1 1 1 4 5 3 3 3 3 5 4 4 4 5 4 2 2 1 2 2 5 5 5 5 5 5 4 4 4 4 5 4

1 2 2 1 4 5 5 5 5 5 5 4 4 4 5 5 5 5 5 5 5 4 4 3 5 5 5 5 2 5 5 4 3

1 1 1 2 4 4 3 4 4 5 4 3 3 3 3 3 3 3 4 4 5 5 5 5 5 5 5 4 4 5 4 4 3

1 1 2 2 4 3 4 4 3 4 4 4 3 4 4 3 4 3 3 4 3 3 4 4 3 3 4 4 4 4 3 4 4

1 1 1 2 4 3 3 3 3 3 4 3 4 4 4 4 3 4 4 3 4 4 3 4 4 3 4 4 3 4 4 4 4

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Gender

Age

Experience

VoU

Nama_Bank PEX1

PEX2

PEX3

PEX4

PEX5

EEX1

EEX2

EEX3

EEX4

SIX1

SIX2

SIX3

SIX4

FCX1

FCX2

FCX3

SX1

SX2

SX3

SX4

BIX1

BIX2

BIX3

BIX4

USEX1

USEX2

USEX3

USEX4

1 2 1 2 4 3 4 3 3 4 4 4 3 3 4 4 3 3 4 5 3 4 4 4 3 4 4 4 4 3 4 4 4

1 2 2 1 4 4 3 3 3 3 4 3 3 4 4 4 4 3 4 4 3 5 4 5 5 3 3 3 4 3 3 4 4

2 1 2 2 4 4 4 4 4 3 3 3 4 4 4 3 3 4 3 3 3 4 3 4 4 5 4 3 4 3 4 4 4

2 2 1 1 4 4 3 3 4 3 4 4 3 4 4 3 3 3 4 3 3 3 4 3 3 3 3 4 4 4 4 3 4

2 1 2 2 4 3 3 4 3 4 4 4 4 4 4 4 4 3 4 4 3 4 3 3 4 5 3 4 4 4 4 4 3

2 1 1 1 4 4 3 3 4 3 4 4 3 3 4 3 3 3 3 4 3 4 4 4 3 3 4 3 3 4 4 3 4

1 1 2 1 4 4 4 4 3 4 3 4 4 3 4 4 3 3 4 4 4 4 4 3 3 3 3 4 4 3 3 4 4

2 1 1 1 4 3 4 3 4 3 4 3 3 3 3 3 3 3 3 4 3 3 4 4 3 3 3 3 4 4 4 3 4

1 2 2 2 4 4 3 4 3 4 4 3 3 3 4 3 4 3 4 4 4 3 4 4 3 3 3 3 3 4 4 4 3

2 1 1 1 4 3 3 4 4 3 4 3 4 4 3 4 3 3 4 4 4 3 3 3 3 4 3 3 3 4 4 4 3

1 1 2 1 4 3 4 4 3 4 4 4 4 4 4 4 3 3 4 3 4 4 4 4 4 3 4 3 3 3 4 3 3

2 2 2 1 4 3 4 3 4 3 4 4 3 3 4 4 3 3 4 3 4 3 4 4 4 3 3 3 3 3 4 3 3

2 2 1 1 4 4 4 3 4 4 3 4 3 3 4 4 3 4 4 4 3 4 4 3 3 4 3 3 3 3 4 4 3

2 2 1 1 4 3 4 4 3 3 3 4 4 3 4 4 4 3 4 3 3 4 4 4 4 3 4 4 3 3 4 3 3

1 1 1 2 4 3 3 3 4 3 3 3 3 4 4 4 3 4 3 4 3 4 4 4 4 4 4 4 3 4 4 4 4

1 2 2 2 4 5 5 5 5 5 5 5 5 5 5 5 5 5 4 3 3 5 5 5 5 4 5 5 4 5 5 5 3

2 2 2 2 4 2 1 2 2 2 1 2 1 2 1 2 2 2 4 3 4 2 3 2 5 5 5 5 5 5 5 5 4

1 1 2 2 4 5 5 5 5 5 5 5 4 5 5 5 3 3 3 3 4 3 3 2 5 5 5 5 4 5 5 2 3

2 2 2 1 4 5 5 5 5 5 5 5 5 5 5 5 5 5 4 3 3 5 5 5 4 4 5 5 4 5 5 5 2

2 1 2 1 4 2 1 2 2 2 1 2 1 2 1 2 2 2 3 2 4 2 2 2 3 5 3 5 3 3 3 3 3

2 2 1 1 4 5 5 5 5 5 5 5 4 5 5 5 3 3 3 3 4 3 3 2 4 5 5 5 4 5 5 2 2

2 2 1 2 4 5 5 5 5 5 5 5 5 5 5 5 5 5 4 3 3 5 5 5 4 4 5 5 4 5 5 5 4

1 2 1 1 4 2 1 2 2 2 1 2 1 2 1 2 2 2 4 3 4 2 3 2 4 5 5 5 5 5 5 5 4

2 2 1 1 4 5 5 5 5 5 5 5 4 5 5 5 3 3 3 3 4 3 3 2 5 5 5 5 4 5 5 2 4

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Customers’ Acceptance on E-Banking: Study on

Government’s Bank in Jakarta

Osly Usman1, Ina Primiana Syinar2,Umi Kaltum3,Erie Febrian4

Department of Economic and Administration, Faculty of Economics, Universitas Negeri Jakarta, Indonesia

Email Address : [email protected]

Departemen Of Manajemen And Business, Faculty Of Economy and Business, Universitas Padjdjaran, Indonesia

Email Address: [email protected]

Departemen Of Manajemen And Business, Faculty Of Economy and Business, Universitas Padjdjaran, Indonesia

Email Address: [email protected]

Departemen Of Manajemen And Business, Faculty Of Economy and Business, Universitas Padjdjaran, Indonesia

Email Address: [email protected]

Abstract :

In banking industry, Electronic banking (e-banking) are developed to satisfy customers with various banking

transactions in a fast, easy, and flexible ways. This study aimed to measure the acceptance of e-banking by customers

of Government Bank in Jakarta. The study employed explanatory research with total sample of 835 respondents to

scrutinize the respondents’ views based on five variables; performance expectancy, effort expectancy, social influence,

facilitating conditions and security. Data Analysis were using Structural Equation Modelling Partial Least Square (SEM-PLS).

The result of the convergent validity test showed that all indicators that measure each latent variable earned a factor

load value of greater than 0.7 and P-Value <0.05. It can be assumed that all indicators or attributes are valid and able

to reflect latent variables. The reliability test results showed that all composite reliability values were above the cut of

0.7 and cronbach alpha values of each construct has values above the cut of 0.6. Model of structural equation with

behavioral intention as dependent variable indicated R-Square value of 76.5%. and structural equation with variable

use behavior as dependent variable indicated R-Square value of 74.8%. Result of t-test show that performance

expectancy, effort expectancy, social influence, facilitating condition, and security have significant influence to

behavioral intention and behavioral intention have significant influence to use behavior.Security has the greatest

influence on behavioral intention variable, with coefficient of 0.256. The variables with the next biggest influence

respectively are perforrmance expectancy with coefficient of 0.229, social influence with coefficient of 0.152,

faciltating condition with coefficient of 0.151 and effort expectancy with coefficient value of 0.145. This means that

security and performance expectancy were the most influential factor on behavioral intention.

Keywords : E-baking, UTAUT, SEM PLS, security, behavioral intention, use bahavior

1. INTRODUCTION

In response to the development in

information and technology, banking

industry has developed an application to

ease services to its customers. With this,

customers will eventually have various

alternative for banking services. Unlike

conventional banking, where customers

come and do banking transaction on site, e-

banking allowas customers to access

banking services without time and place

bound. Today, e-banking services come with

various platforms, with mobile banking or

m-banking as the latest product. As the name

suggests, mobile banking is part of e-

banking which integrates mobile phone

technology to access banking services.

With convenient access to banking

services, m-banking should have been an

option to customers to deal with banking

transactions. The fact that customers are still

in favor with traditional banking has

illuminated a fundamental question. To date,

studies on m-banking acceptance have

indicated that the failure of e-banking in

nurturing customers’ banking attitude is

more on the behavioral. The behavior is a

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response or reaction of the individual against

the stimulus or environment. Individual who

is acting as a customer has the right to accept

or refuse a product. A rejection or

acceptance of a product is one form of

customer behavior. The theory of customer

behavior describes the process of customer

actions which is affected by customer

behaviour to produce outputs. Howard and

Shelth (1967) explained that the theory of

customer behaviour can be seen from the

process, i.e. the input of marketing stimuli

and its environment, which generate output

in the form of the attitudes toward behavior

(attitude), the intention (of interest), and

purchase behavior (the behavior to

purchase).

Research adopting the use of technology

with UTAUT (Unified Theory of

Acceptance and Use of Technology) has

been an investigation by some scholars (Ali

Abdallah, 2015; Aik Chuan Teo, 2014; Ali

Tarhini, 2016; Evon tan and jasmine Leby

Lau, 2015; Hakan Celik ; 2015) and still

many more. Ali Tarhini (2016), for example,

employed UTAUT to scrutinize adoption of

intrenet banking in Lebanon. The Research

from Ali Tarhini added security variable,

because security is the key aspect to

financial security of the customers. Like Ali

Tarhani (2016), Evon Tan and Jasmine Leby

Lau (2015) also consider security in their

investigation on adoption of mobile banking

in the millennials. UTAUT was also used to

explain the phenomena in online shopping

(Hakan Celik, 2015).

The superiority of UTAUT and

technology adoption in government banks

had triggered me to scrutinize this topic,

particularly the acceptance of m-banking to

satisfy customers’ banking necessities. This

study also extended its investigation to

security variable which was hypothesized to

be closely correlate with behavioral

intention.

2. Literature Review

UTAUT Theory

Unified Theory of Acceptance and Use

of Technology (UTAUT) was developed by

V. Ventakesh M.G (2003). UTAUT is the

development of TRA theory (Theory of

Reasoned Action), TAM (Technology

Acceptance Model), MM (Motivation

Model), TPB (Theory of Planned Behavior),

C-TAM-TPB (Combination of TAM and

TPB), MPCU (Model of PC Utilization),

IDT (Innovation Diffusion Theory), and

SCT (Social Cognitive Theory). The

adaptation of multi-dimensional theories to

UTAUT has made UTAUT superior and

been adopted by many scholars in internet

banking investigation. This research aimed

to scrutinize the adoption of technology in

national banks by using UTAUT and linked

to customer contexts with pre-determined

variables such as performance expectancy,

effort expectancy, social influence, and

facilitating conditions.

SEMPLS

The Partial Lesat Square (PLS) method

was developed by Wold (1980), with

applications in the Econometrics. This

method was developed later intensively by

Tenenhaus (2005) and Chin (2010) on the

structural equation model. The method that

was developed by Tenenhaus and Chin was

later known as SEM-PLS. SEM-PLS is soft

modelling, in which, this method is not too

tight against the fulfilment of assumptions

like SEM method does. This method is an

applicable method, especially for

application in field research. The difficulty

to meet rigorous assumptions modeling in

field reasearch, such as the adequacy of

samples, error distribution, should follow

normal multivariate distribution and the

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homogeneous one (Monecke & amp;

Leisch, 2012).

3. Research Methodology

Population and Sampel

The population sample of this research is

the whole users of electronic banking of

government bank in Jakarta. Sampling was

conducted using conveniece sampling

technique. Convenience sampling is one of

the sampling techniques which allows

researcher to get data from some people in

the population who are willing to provide

information needed (Sekaran, U. & Bougie,

R., 2010). The total sample in this study was

835 respondents. Data was collected through

survey to all respondents.

Variable and Indicators

Variable is defined as anything that can

discriminate or bring variation in value. The

value can be different in various times to

object or to the same people or at the same

time to different objects (Sekaran, U. &

Bougie, R., 2010). Variable on this research

is consisting of 5 independent variables and

2 dependent variables. Independent

variables are performance expectancy, effort

expectancy, social influence, facilitating

conditions and security. Dependent

variables include behavioral intention and

use behavior.

Performance expectancy is the levels of

individual trust that the use of the system

will increase advantage in his job. This

variable is measured by 5 indicators. Effort

expectancy is the level of ease in the

utilization of the system. This variable is

measured by 4 indicators. Social influence is

the individual's perception of the person who

is important to him convincing that he must

use the system. This variable is measured by

4 indicators. Facilitating conditions is the

level of individual trust that organizations

and existing technical infrastructure

encourage the use of the system. This

variable is measured by 3 indicators.

Security is the level of security in using the

system. This variable is measured by 4

indicators. Behavioral intention is the level

of desire to continue using the system. This

variable is measured by 4 indicators. Use

behavior is the behavior of system usage.

This variable is measured by 4 indicators.

Model Construction

Figure 1. Model Construction

Information:

PE: performance expectancy

EE: effort expectancy

SI: social influence

FC: facilitating conditions

S: security

BI: behavioral intention

UB: use behavior

Research Hipothesis

H1: Performance expectancy does not

significantly influence the behavior of

intention of government bank customers.

H2: Effort expectancy does not significantly

influence the behavior of intention of

government bank customers.

PE

EE

SI

FC

S

BI UB

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H3: Social Influence has no significant

effect on the behavior of intention of

government bank customers.

H4: Facilitating does not significantly

influence the behavior of intention of

government bank customers.

H5: Security does not significantly influence

the behavior of intention of government

bank customers.

H6: Behavioral Intention has no significant

effect on the Use Behavior of government

bank customers.

4. Analysis Data

Outer Model

Outer model is used to test the validity

and reliability of the instrument. The

indicator or attribute is concluded valid

(capable of reflecting latent variables) if it

has a loading factor value greater than 0.7

(Hair et all, 2014). Reliability test is done by

looking at the value of composite reliability

and value of cronbach alpha. The construct

is said to be reliable if it has a composite

reliability value greater than 0.7, and also a

Cronbach alpha value greater than 0.6 (Hair

et al, 2014).

The result of the convergent validity test

shows that all indicators that measure each

latent variable has a factor loading value

greater than 0.7 and P-Value <0.05 so that it

can be concluded that all indicators or

attributes are valid and able to reflect latent

variables. The results of the validity test of

each indicator that measures the latent

variables, are presented in Table 1.

Tabel 1. Validity test

Indicators Loading

Factor t-value

P-

Value

PE

PEX1 0.837 83.519 0.000

PEX2 0.855 92.760 0.000

PEX3 0.846 90.066 0.000

PEX4 0.846 89.346 0.000

PEX5 0.845 83.245 0.000

EE

EEX1 0.845 90.477 0.000

EEX2 0.849 92.239 0.000

Indicators Loading

Factor t-value

P-

Value

EEX3 0.862 95.899 0.000

EEX4 0.870 108.403 0.000

SI

SIX1 0.837 85.322 0.000

SIX2 0.853 93.391 0.000

SIX3 0.842 71.415 0.000

SIX4 0.845 87.669 0.000

FC

FCX1 0.869 96.359 0.000

FCX2 0.850 73.163 0.000

FCX3 0.877 111.042 0.000

S

SX1 0.854 88.423 0.000

SX2 0.851 86.287 0.000

SX3 0.859 94.474 0.000

SX4 0.834 73.790 0.000

BI

BIX1 0.853 90.545 0.000

BIX2 0.841 88.615 0.000

BIX3 0.837 84.288 0.000

BIX4 0.829 64.297 0.000

USE

USEX1 0.857 91.085 0.000

USEX2 0.840 84.111 0.000

USEX3 0.832 68.261 0.000

USEX4 0.814 59.065 0.000

The reliability test is presented in Table

2. The reliability test results show that all

composite reliability values are above the

cut of 0.7. The highest value of composite

reliability is owned by performance

expectancy variable with value 0,926 and

value of composite reliability is owned by

faciltating condition variable with

composite reliability value equal to 0.899.

The cronbach alpha value in Table 2 shows

that all cronbach alpha values of each

construct have values above the cut of 0.6.

The highest value of cronbach alpha is

owned by performance expectancy variable

with cronbach alpha value of 0.901. The

lowest value of cronbach alpha is owned by

the Faciltating condition variable with

cronbach alpha value of 0.832. Reliability

test results show that all variables have

composite reliabily value and cronbach

alpha value above cut of 0.7 and 0.6, so it

can be concluded that the indicator or

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attribute used to measure each latent variable

is reliable.

Tabel 2. Reliability Test

Laten

Variable

Composite

reliability

Cronbach

alpha

Conclusi

on

PE 0,926 0.901 Reliable

EE 0,917 0.879 Reliable

SI 0.918 0.866 Reliable

FC 0.899 0.832 Reliable

S 0.912 0.872 Reliable

BI 0.906 0.861 Reliable

USE 0.903 0.857 Reliable

Inner Model

Inner model is a model that describes

the relationship between latent variables,

both exogenous latent variables and

endogenous latent variables. Inner

model describes the causal relationships

among these variables, as well as the

influence of exogenous latent variables

to endogenous latent variables which are

reflected from the inner model. Influence

on the inner model include direct

influence (direct effect) and indirect

influence (indirect effect).

Tabel 3. Hypothesis test

Relation Path

Coefficient T-Value

P-

Value

PE ---> BI 0.229 4.560 0.000

EE ---> BI 0.145 2.592 0.010

SI ---> BI 0.152 3.069 0.002

FC ---> BI 0.151 2.588 0.010

S ---> BI 0.256 4.323 0.000

BI ---> USE 0.865 96.929 0.000

Table 3 shows that all hypotheses have

been proven. Performance expectancy,

effort expectancy, social influence,

facilitating condition, and security have

significant effect to behavioral intention and

behavioral intention has significant effect on

use behavior.

Security variables have the greatest

influence on behavioral intention variable,

with coefficient of 0.256. The variables with

the next biggest influence respectively are

performance expectancy with coefficient of

0.229, social influence with coefficient of

0.152, faciltating condition with coefficient

of 0.151 and effort expectancy with

coefficient value of 0.145. This means that

security and performance expectancy be the

most influential factor on behavioral

intention.

Direct influence is also shared by use

behavior, where behavioral intention gives

direct influence to use behavior. The amount

of influence behavioral intention on the use

behavior is 0.865.

𝐵𝐼 = 0.229𝑃𝐸 + 0.145𝐸𝐸+0.152𝑆𝐼 +0.151FC + 0.256S + ζ1 , R-Square = 0.765

𝑈𝑆𝐸 = 0.865𝑃𝐸+ζ2, R-Square = 0.748

Model of structural equation with

behavioral intention as dependent variable is

obtained R-Square value of 0.765 or 76.5%.

This shows that the variable of performance

expectancy, effort expectancy, social

influence, facilitating condition, and

security can explain as much as 76.5 from

behavioral intention of electronic banking.

Model of structural equation with

variable use behavior as dependent

variable obtained R-Square value of

0.748 or 74.8%. This shows that 74.8%

of the use behavior is explained by

behavioral intention variables and the

rest is explained by other variables

outside the study.

For government bank customers in

receiving e-banking technology security

aspect becomes the most important

variable. This happens because the

security factor of their funds is of

concern. These results are in line with

research conducted by Ezeoha (2005,

2006), and V. Vankatesth (2012).

Azeoha (2005) states that internet

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banking confidence (part of e-banking)

is eroded due to high fraud and

corruption in the country, so the

sensitivity of information and security

continues to be a major issue in the

minds of banking customers. V.

Venkantest (2012) also states that

security affects the behavioral intention

of a technology. Turban E (2015) states

that the security of a transaction must

have privacy, authenty, integrity, and

non-repudations. Increasing security as

well as reducing risk, was the perception

of security which became the attention of

customers. In this research, security is a

differentiator from the theory of UTAUT

by Ventakesh at 2003.

5. Conclusion

This study shed lights on customers’

acceptance on m-banking in government

banks in Indonesia’s context. The study has

revealed that all variables contributed to

significant relationship to customers’

acceptance on m-banking. The realationship

of all variables are set out as follows:

1).Performance Expectancy significantly

influences the Behavioral Intention of e-

banking by government bank customers.

Effort expectancy significantly affect the

Behavioral Intention of e-banking by

government bank customers, 2). Facilitating

Condition significantly affected the

Behavioral Intention of e-banking by

government bank customers, 3). Social

influence has a significant effect on the

Behavioral Intention of e-banking by

government bank customers, 4). Security

significantly affected the Behavioral

Intention of e-banking by government bank

customers, 5). Security has the greatest

consent to Behavioral Intention on e-

banking compared to other variables. After

all, the result of t test shows that Behavioral

Intention has significant effect on Use

Behavior adoption of e-banking technology

of government bank.

REFERENCES

(1) Ali Abdallah et al.(2016). Consumer adoption

of mobile banking in Jordan: Examining the

role of usefulness, ease of use, perceived risk

and self-efficacy, Journal of Enterprise

Information Management, Vol. 29 Issue: 1,

pp.118

(2) Chin WW. 2010. Handbooks of Partial Least

Squares. Berlin Heidelberg: Springers

Evon Tan, Jasmine Leby Lau, (2016)

Behavioural intention to adopt mobile

banking among the millennial

generation, Young Consumers, Vol. 17 Issue:

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