Drivers of Consumer Willingness for Co-Creation in
New Product Development in
Online Brand Communities
Author: Alexander Manchev
First supervisor: prof. dr. Peter Verhoef Second supervisor: MSc Arjen Onrust
Research question: What are the drivers of customer willingness
to co-create in online brand communities?
• Important because:
• Higher customer expectations • More informed consumers
• High failure rate of new products • Increased competition
Factors affecting WTCC
1. Knowledge: desire to known about the company, NPD 2. Social: increased reputation, connect with others
3. Psychological: customer self-expression
4. Employee: how employees interact with co-creators
Refined Measurement Model
Goodness-of-Fit Statistics for the Revised CFA Model
Rivised CFA Original CFA
Chi-square χ2 432.175 1375.90
df 276 719
p-value χ2 0.000 0.000
AIC 7478.7 11737.6
BIC 7677.8 12005.6
p-value ANOVA test of difference 0.000***
Comparative Fit Index (CFI) 0.907 0.743
Tucker-Lewis Index (TLI) 0.891 0.721
RMSEA 0.073 0.093
90 Percent Confidence Interval RMSEA 0.060 0.086 0.086 0.101
SRMR 0.066 0.098
Structural Model
Structural Equation Model - Results of Path Estimates
Construct Estimate SE p-value
Standardized Estimate
Willingness to co-create Dependent construct
Knowledge 0.671 0.232 0.004 *** 0.514
Social 0.039 0.141 0.783 0.045
Psychological 0.345 0.092 0.000*** 0.382
Employee 0.450 0.234 0.055* 0.429
Firm Organisation and Tools - 0.315 0.234 0.178 - 0.298
Non-monetary Rewards - 0.219 0.097 0.024** - 0.215
Goodness-of-Fit Statistics between the initial SEM and SEM with robust standard errors
SEM with robust errors SEM initial Chi-square χ2 357.92 449.98
df 282 282
p-value χ2 0.000 0.000
Scaling correction factor for
Satorra-Bentler statistic 1.257
Comparative Fit Index (CFI) 0.936 0.899
Tucker-Lewis Index (TLI) 0.926 0.884
RMSEA 0.057 0.076
90 Percent Confidence Interval RMSEA 0.037 0.074 0.062 0.089
SRMR 0.135 0.140
PNFI 0.671 0.671
• SB scaled statistic : corrects for non-normality using DF, kurtosis and model-implied residual
OLS Regression
• 𝑭𝒂𝒄𝒕𝒐𝒓𝑾𝑻𝑪𝑪𝒊 = 𝜷𝟎 + 𝜷𝟏𝑭𝒂𝒄𝒕𝒐𝒓𝑲𝑵𝑾𝒊 + 𝜷𝟐𝑭𝒂𝒄𝒕𝒐𝒓𝑺𝑶𝑪𝒊 + 𝜷𝟑𝑭𝒂𝒄𝒕𝒐𝒓𝑷𝑺𝒀𝒊 + 𝜷𝟒𝑭𝒂𝒄𝒕𝒐𝒓𝑬𝑴𝑷𝒊 + 𝜷𝟓𝑭𝒂𝒄𝒕𝒐𝒓𝑭𝑶𝑻𝒊 + 𝜷𝟔𝑭𝒂𝒄𝒕𝒐𝒓𝑹𝒊 + 𝒆𝒓𝒓𝒐𝒓 • Residuals non-normal • BootstrapVariable Estimate Std. Error t-stat p-value
Bootstrap
Std. Error Bias
Bootstrap p-value Ordinary OLS Bootstrap
Overall Results
Hypothesis Support
Model SEM ML SEM SB. OLS OLS Boot
H1: Knowledge factor has a positive effect on consumer
willingness to co-create Yes Yes Yes Yes
H2: Social factor has a positive effect on consumer
willingness to co-create No No No Yes
H3: Psychological factor has a positive effect on consumer
willingness to co-create Yes Yes Yes Yes
H4: Firm organization and support have a positive effect
on consumer willingness to co-create No No No
Negative sign
H5: Employees have a positive effect on consumer
willingness to co-create
Weak support
Weak
support No Yes
H6: Firm providing non-monetary incentives increases
consumer willingness to co-create
Possible improvements
• Larger sample size
• Include personal features – e.g. internet usage
• Conduct the survey for an established brand and control for brand attitudes
• Multi-group analysis with employee quality and FOT
• Use the scales for EMP and FOT with consumers who have co-created in the past