Have a personal or library account? Click to login
Organisational and leadership impact on digital capabilities within the construction industry Cover

Figures & Tables

Fig. 1:

Research model. Source: Author’s own work.

Fig. 2:

Structural model. Source: Author's own work. DLCAP, digital leadership capabilities; LCAP, leadership capability.

Fig. 3:

Mardia’s multivariate normality. Source: Authors own work. DLCAP, digital leadership capability; LCAP, leadership capability.

Results of hypothesis testing in the direct effect and indirect effect_

EffectBetaSET valueP valueLLCIULCIf2Results
DCAP -> DLCAP–0.161–0.1271.1200.131–0.2480.2351.021Not supported
LCAP -> DLCAP0.3170.30752.2700.0120.0900.5423.017Supported
OCAP -> DLCAP0.1290.1311.7150.043–0.254–0.0071.003Supported
DIND -> DLCAP–0.291–0.2812.3830.009–0.495–0.0980.263Supported
LCAP -> DIND -> DLCAP0.2780.1162.3870.0170.0580.5110.278Complimentary mediation
OCAP -> DIND -> DLCAP0.0210.0121.8380.0660.0050.0570.021Indirect effect

Reflective measurement model: Factor loadings, CR, and AVE_

ConstructConstructLoadingsCRAVE
LCAPDigital expertise (DE)COM10.8200.9240.634
COM20.830
COM30.822
COM40.815
CAP100.790
CAP110.788
CAP120.713
Skill acquisition (SA)COM50.7750.9320.577
COM60.786
COM7Delete
COM80.706
COM90.751
COM100.716
COM11Delete
COM120.787
COM130.757
COM140.802
COM150.774
COM160.736
Trust and commitment (TC)CAP10.8190.9080.665
CAP20.854
CAP30.789
CAP40.832
CAP50.782
CAP6Delete
Data driven (DD)CAP70.8700.9300.690
CAP80.853
CAP90.846
CAP130.827
CAP140.812
CAP150.772
CAP16Delete
OCAPFlexible organization (FO)SRU1Delete0.9180.585
SRU20.760
SRU30.757
SRU40.697
SRU60.788
SRU90.775
SRU100.773
SRU130.786
SRU14Delete
STA70.777
STA8Delete
Agile and collaboration (AC)STA10.7050.9230.573
STA20.803
STA30.766
STA40.713
STA50.773
STA60.719
STA90.748
STA100.785
STA110.795
Exploitation (EX)STA120.7880.9090.625
STA130.818
STA140.803
STA150.796
STA160.764
SRU80.776
Policy and finance (PF)SRU50.8110.9230.668
SRU70.838
SRU110.801
SRU120.822
SRU150.815
SRU160.815
DCAPEmerging technology (ET)TE10.9830.8810.596
TE20.977
TE30.932
TE40.863
TE50.847
Automation (AU)TA10.8430.9170.688
TA20.867
TA30.884
TA40.873
TA50.813
Connectivity (CO)TC10.7460.9210.625
TC20.974
TC30.943
TC40.875
TC50.991
TC60.981
TC70.812
Digital access (DA)TD10.8310.9120.568
TD20.980
TD30.858
TD40.933
TD50.861
TD6Delete
TD70.841
TD8Delete

Respondents’ demographics_

Organisation typeFrequencyPercentage (%)
Developer5616.42
Consultant7221.11
Contractor (SMEs/Big Firm)13639.88
Local authority247.04
Suppliers144.11
Others3911.43
Management positionFrequencyPercentage (%)
Top Management8625.22
Supervisory Management18955.42
Frontline Management6619.35
Years of experienceFrequencyPercentage (%)
<3 years13539.58
3–5 years8023.46
6–10 years6418.76
11–15 years308.79
>15 years329.38

Discriminant validity: HTMT criterion (2015)_

ACAUCODADDDEDLCAPDINDETEXFOPFSATCDCAP × LCAPDCAP × OCAP
AC
AU0.07
CO0.060.72
DA0.060.870.89
DD0.640.180.120.11
DE0.720.100.050.060.72
DLCAP0.080.090.070.080.140.05
DIND0.530.060.030.040.470.860.10
ET0.060.770.850.840.050.090.060.06
EX0.660.170.110.110.780.650.110.470.08
FO0.610.130.070.080.840.840.080.610.070.81
PF0.720.110.070.070.590.560.090.390.050.520.57
SA0.840.130.080.110.530.680.070.510.080.710.660.86
TC0.730.180.080.100.690.580.090.450.050.810.740.550.64
DCAP × LCAP0.050.080.040.050.090.050.030.030.060.050.070.030.040.05
DCAP × OCAP0.060.050.070.060.110.040.030.020.060.030.040.040.040.030.80

Quadratic effect test by higher order polynomial fitting_

Beta coefficient (β)SET valueP value
QE (LCAP) -> DIND–0.0500.0251.9930.123
QE (OCAP) -> DIND0.0240.0181.3360.091
QE (DIND) -> DLCAP–0.0900.0571.5830.057
QE (DCAP) -> DLCAP0.0740.0581.2810.100

Gaussion Capola approach for HoC_

Beta coefficient (β)SET valueP value
GC (LCAP) -> DIND–0.4390.1622.7040.103
GC (OCAP) -> DIND0.0920.0930.9800.164
GC (DIND) -> DLCAP–0.2650.1761.5040.066
GC (DCAP) -> DLCAP0.1150.7480.1540.439

Univariate normality for LoC_

Excess kurtosisSkewness
DIND1.036–0.656
DCAP4.041–0.985
LCAP1.939–0.711
DLCAP0.8150.054
OCAP1.992–0.699
DOI: https://doi.org/10.2478/otmcj-2026-0002 | Journal eISSN: 1847-6228 | Journal ISSN: 1847-5450
Language: English
Page range: 1 - 15
Submitted on: Sep 27, 2024
|
Accepted on: Feb 10, 2025
|
Published on: Apr 1, 2026
Published by: University of Zagreb
In partnership with: Paradigm Publishing Services
Publication frequency: 1 issue per year

© 2026 Muhd Shafiq Johari, Syamsul Hendra Mahmud, Suria Musa, Hairuddin Mohammad, Mazura Mahdzir, Mat Nizam Uti, Syarif Abdul Asaad Jairin, published by University of Zagreb
This work is licensed under the Creative Commons Attribution 4.0 License.