How Service Performance
Affects Customer
Satisfaction and Product
Usage
Master Thesis MI/MM F.V.N. Wolterink
S1781200
Imagine,
Would higher service performance satisfy you?
Does higher service performance make you travel more?
Does day-to-day variability in service performance make you change your mind?
Research question
Does variability in service performance matter more than average service performance in the effects on customer
Relevance
Adds theoretical insights to marketing literature by
focusing not only on average service performance but also on variability in service performance
Provides managers with insights about the effects of uncertainty of service performance on customer
Data and methodology
January 2007 until September 2011, monthly observations of Dutch public transport provider
VARX: Vector AutoRegressive with eXogenous variables
Complete picture of dynamics in time series
Customer satisfaction: robustness check
Service performance: two measures
Generalized impulse response functions
Results
Hypotheses Results Model 1: ΔCS7 and TK Model 2: ΔACS and TK ST MT LT ST MT LTH1: Higher average service performance
leads to higher customer satisfaction.
s s s s s s
H2: Higher average service performance
leads to higher product usage.
-H3: Variability in service performance leads
to lower customer satisfaction.
-H4: Variability in service performance leads
to lower product usage.
s s
-H5: Higher customer satisfaction leads to
higher product usage.
s*
-H6: Higher product usage leads to higher
GFEVD: answering the research
question
Model 1: ΔCS7 Model 1: TK
Month ΔCS7 ASPC VSPC TK ΔCS7 ASPC VSPC TK
1 100.00% 0.00% 0.00% 0.00% 3.79% 0.11% 1.28% 94.82%
3 92.87% 3.13% 1.11% 2.89% 7.25% 18.79% 1.14% 72.82%
12 92.85% 3.14% 1.12% 2.89% 7.25% 18.81% 1.16% 72.78%
Does variability in service performance matter more than average service performance in the effects on customer
satisfaction and product usage?
Model 2: ΔACS Model 2: TK
Month ΔACS ASPC VSPC TK ΔACS ASPC VSPC TK
1 100,00% 0,00% 0,00% 0,00% 5,92% 0,05% 0,91% 93,12%
3 93,71% 2,68% 0,31% 3,30% 9,13% 18,36% 0,77% 71,74%
Discussion and implications
Average service performance only affects customer satisfaction
Continuous increase in average service performance will keep customers satisfied
Variability in service performance only affects product usage
Managing variability is important to retain customers Individual tracking
Negative effects of increased product usage on customer satisfaction
Limitations and further research
suggestions
Limitations
VARX, overparameterization
R2 is relatively low, no indication of omitted variables
Length of data Data structure
Further research suggestions
Variability effects might be captured in data that cover more
periods
Mediation effect: service performance Customer satisfaction
Product usage