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A	survey	of	factors	influencing	Strategic	
Management	Accounting	System	design	
in	a	service	context
DR	ODYSSEAS	PAVLATOS
Presentation	Outline
1. Research	objectives
2. Literature	review
3. Research	hypotheses
4. Research	methodology
5. Survey	results
6. Conclusions,	limitations	and	future	research
2Dr Odysseas Pavlatos
Motivation	of	the	study
Innovative	management	accounting	techniques	and	Strategic	Management	
Accounting	(SMA)	(Zawawi	and	Hoque,	2010)
Minimal	empirical	enquiry	of	the	nature	and	the	context	of	SMA	application	(Cadez	
and	Guilding,	2008)
There	is	a	need	for	more	research	into	service	organizations	on	management	
accounting	system	design	and	contextual	variables (Chenhall,	2003;	Auzer	&	
Langfield-Smith,	2005,	Modell	1998)	
Much	of	the	research	undertaken	in	the	service	sector	has	focused	on	not-for-profit	
organizations	(Sharma,	2002),	tended	to	be	case	studies	or	focused	in	a	single	
organization	(Auzer		&	Langfield-Smith,	2005)
3Dr Odysseas Pavlatos
Research	Objectives
1. Investigate the application of strategic management accounting
techniques in a service context
2. Provide	a	more	unified	knowledge	and	understanding	of	SMA	and	
their	context	by	extending	contingency	relationships	established	in	
manufacturing	firms	to	profit	seeking	service	firms
3. Examine	the	relation	between	SMA	usage	and	historical	
performance	in	services
4Dr Odysseas Pavlatos
The	hotel	industry	and	the	examination	of	
SMA
1. The	hotel	industry	is	market	oriented	(Kotas,	1997)	which	has	been	found	
to	be	more	conducive	to	SMA	usage	(Cadez	and	Guilding,	 2008)
2. Collier	and	Gregory	(1995)	concluded	that	strategic	management	
accounting	is	increasingly	being	adopted	in	hotels	
3. Little	innovation	has	occurred	in	hospitality	management	accounting	tools	
(Potter	and	Schmidgall,	1999)	
4. Active	interest	in	financial	hospitality	management	and	particularly	in	
management	accounting	practices	of	hotels	(McManus,	2012;	Pavlatos	and	
Paggios,	2009a;	2009b;	Anderson	and	Guilding,	 2006)
5Dr Odysseas Pavlatos
Literature	review	and	conceptual	
framework	(1)
Little	or	no	agreement	about	what	constitutes	SMA	 (Roslender and	Hart,	
2003)
Guilding et	al. (2000)	provided	an	original	distillation	of	SMA	techniques	as	
well	as	criteria	for	viewing	a	particular	accounting	technique	as	“strategic
16	SMA	techniques	have	been	identified	by	Cadez and	Guilding,	(2008).	
These	techniques	have	been	classified	into	five	broad	categories:
◦ costing
◦ planning,	control	and	performance	measurement
◦ decision-making
◦ competitor	focused	accounting
◦ customer	accounting
6Dr Odysseas Pavlatos
Literature	review	and	conceptual	
framework	(2)
There	are	an	evident	number	of	surveys	of	SMA	practice	that	have	been	
carried	out	(e.g.	Guilding	et	al.,	2000;	Guilding	and	McManus,	2002;	
Cinquini	and	Tenucci,	2010).	The	above	surveys	have	been	conducted	
only	in	manufacturing	industries
The	contingency	theory	approach	to	studying	SMA	practice	(e.g.	Cadez	
and	Guilding,	2008;	Chenhall	and	Langfield-Smith,	1998;	Anderson	and	
Lanen,	1999)
7Dr Odysseas Pavlatos
Literature	review	and	conceptual	framework	
(3)
In	the	hotel	management	literature	there	has	been	minimal	work	
conducted	in	regard	SMA	(Collier	and	Gregory,	1995)	
These	studies	have	mainly	focused	on	customer	focused	accounting	(a	
part	of	SMA)	(e.g.	McManus,	2012;	Anderson	&	Guilding	2006)
8Dr Odysseas Pavlatos
Conceptual	framework
9Dr Odysseas Pavlatos
Conceptual	 framework	
Selection	 of	the	independent	 variables
Management	Accounting	literature	reports	that	there	are	a	lot	of	contingent	
factors	affect	MAS	and	SMA	(e.g.	Chenhall,	2003;	Cadez	and	Guilding,	 2008):	
◦ Contingent	factors,	such	as	PEU and	Structure have	been	identified	in prior	studies	as	
influencing	the	design	of	MAS in	hotels	(McManus,	2012;	Pavlatos,	2010;	Pavlatos,	
2011;	Sharma,	2002)
◦ Pavlatos	and	Paggios	(2009)	found	that	there	is	a	relationship	between	Quality	of	IS	
information and	Cost	system	design	in	hotels
◦ Organizational	life	cycle	stage,	have	been	identified	in prior	studies	as	influencing	the	
MAS design	in	service	organizations (Auzer	&	Langfield-Smith,	2005;	Brignall,	1997;	
1991;	Moores	and	Yuen,	2001)
◦ Empirical	evidence	supports	the	notion	that	organizations	which	experience	
performance	downturns	are	more	likely	to	take	risks	and	to	adopt	innovations	(see	
Naranjo-Gil	et	al.,	2009	for	a	review)
10Dr Odysseas Pavlatos
Conceptual	framework	
Selection	 of	control	variables	 and	industry	 specific	 factors
Organizational	Strategyand	Size have	been	identified	in prior	studies	as	
influencing	SMA	usage	(Cadez	and	Guilding,	2008)
Management	status,	Age	of	the	organization,	Category,	and	Type	of	
hotel have	been	been	identified	in prior	studies	as	affectingMAS	design	
in	hotels	(Pavlatos	2012,	Pavlatos	2011,	Pavlatos	and	Paggios,	2009)		
11Dr Odysseas Pavlatos
Conceptual	framework
Research	Hypotheses	(1)
H1: Hotels	perceiving	a	higher	degree	of	environmental	uncertainty	use	
more	strategic	management	accounting	techniques	than	hotels	that	
perceive	lower	environmental	uncertainty
H2: Hotels	characterised	as	decentralised	use	more	strategic	
management	accounting	techniques	than	hotels	characterised	as	
centralised
H3: There	is	a	positive	association	between	the	quality	of	IS	information	
and	the	SMA	usage
H4: SMA	usage	is	greater	among	hotels	in	maturity	phase	than	among	
hotels	in	a	growth	phase
H5:	Strategic	management	accounting	usage	is	higher	in	hotels	that	have	
a	relatively	low	historical	performance	than	in	hotels	that	have	a	
relatively	high	historical	performance
12Dr Odysseas Pavlatos
Conceptual	framework
Research	Hypotheses	(2)
H6a: The	negative	effect	of	historical	performance	on	SMA	usage	is	more	
pronounced	for	hotels	perceiving	a	higher	degree	of	environmental	uncertainty
H6b: The	negative	effect	of	historical	performance	on	SMA	usage	is	more	
pronounced	for	decentralised	hotels	
H6b: The	negative	effect	of	historical	performance	on	SMA	usage	is	more	
pronounced	for	hotel	in	maturity	phase
H6d: The	negative	effect	of	historical	performance	on	SMA	usage	is	more	
pronounced	for	hotels	provide	improved	IS	information	quality
13Dr Odysseas Pavlatos
Research	Methodology
Sample	characteristics	 and	data	collection
The	sample	surveyed	included	the	leading	Greek	hotel	enterprises	(ICAP’s	
Directory)	(sales	and	number	of	employees	2010)
A	pilot	test took	place	(interviews	with	6	CFOs	of	hotels)
The	questionnaire was	accompanied	by	one	glossary	that	explained	the	
terminology	of	the	strategic	management	accounting	tools	adopted	by	Cadez	and	
Guilding	(2008)
The	participation	form	was	sent	to	320	hotel	companies
◦ The	response	rate was	33%	(106	hotels)
◦ The	questionnaires	were	answered	by	Chief	Financial	Officers	(CFOs)	
14Dr Odysseas Pavlatos
Research	Methodology
Variables	 measurement	 (1)
“Structure” was measured by the Gordon and Narayanan (1984), six-item, seven point,
Likert-scaled, fully-anchored instrument. Respondents were asked to strongly disagree
or strongly agree with six statements regarding that the authority has been
completely delegated to appropriate managers or employees to make decisions
“Perceived environmental uncertainty” was measured by the Gordon and Narayanan
(1984), seven point, Likert-scaled, fully-anchored instrument. It was slightly adapted to
be understandable in the hotel context. Respondents were asked to strongly disagree
or strongly agree with five statements regarding the perceived environmental
uncertainty
15Dr Odysseas Pavlatos
Research	Methodology
Variables	 measurement	 (2)
“Quality of IS information” was measured by the Teng et al. (1995) five-item, seven
point, Likert-scaled, and used by Dunk (2004). Respondents were asked to rate their
information systems on a scale anchored by (1) ‘very low’ and (7) ‘very high’, in terms
of its accuracy, precision, reliability, completeness and relevancy
“Organizational life cycle stage” was based on the Kazanjian and Drazin (1990) self
categorization measure; this instrument was used by Auzair and Langfield-Smith
(2005). Three stages of organizational life cycle were measured: formation, growth
and mature stages.
◦ Thus, only two stages were analyzed – growth (38 firms) and maturity (68 firms) stages
16Dr Odysseas Pavlatos
Research	Methodology
Variables	 measurement	 (3)
“SMA Usage” was measured drawingon the scale by Cadez and Guilding(2008)
◦ It was slightly adapted to be understandable in the hotel context based on
information from the interviews with six managers who specialize in
management accountingin hotels
◦ It comprises of an eleven-item seven-point Likert-scaled instrument anchored
by (1) ‘to no extent’to (7) ‘to a great extent’
◦ These techniques have been classified into five broad categories according to
Cadez and Guilding (2008)
17Dr Odysseas Pavlatos
Research	Methodology
“SMA	usage”	measurement
Category Technique
Costing life cycle costing, value costing
Planning, control and performance
measurement
benchmarking, integrated
performance measurement
Decision-making strategic costing, strategic pricing
Competitor focused accounting competitor cost assessment,
competitive position motoring,
competitor performance appraisal
Customer accounting customer profitability analysis,
valuation of customers as assets
18Dr Odysseas Pavlatos
Research	Methodology
Variables	 measurement	 (4)
◦ “ Historical Performance”: We acquired operational performance data for the three years before
the survey administration from the Association of Greek Tourism Enterprises (SETE) and Hellenic
Chamber of Hotels Dimensions:
Hence,	we	decided	to	rely	on	five	performance	indicators,	according	to	Kim	et.	al.,	(2013):	
1. Average	room	rate	(ARR);
2. Revenue	per	available	room,	(RevPAR);
3. Total	revenue	per	available	room	(TrevPAR);
4. Restaurant	F&B	revenue	per	occupied	room
5. Banquet	F&B	revenue	per	occupied	room
19Dr Odysseas Pavlatos
Dr Odysseas Pavlatos 20
Research	Methodology
Variables	 measurement	 (5)
◦ “Organizational strategy” is measured with a single item seven-point Likert-scaled
adopted from Govindarajan (1988) ranging from cost leadership to product
differentiation
◦ “Size” was measured using the number of beds adopted by Tavitiyamanet. al (2012)
◦ “Age of the organization” was measured by Kallunki and Silvola (2008) (age of the hotel
in years since it was found)
◦ “Category of hotel” (stars), “Management status” (membership in chains, private), and
“Type of hotel” (city hotel, resort) were measured as categorical variables adopted by
Pavlatos and Paggios (2009)
21Dr Odysseas Pavlatos
Data	analysis
Descriptive	 statistics	 of	the	variables	 in	the	study
22
a,b,c,d: Translated into dummy
variables
Dr Odysseas Pavlatos
Variable N Mean
Std.
Deviation
Theoretical
Minimum
Theoretical
Maximum
Actual
Minimum
Actual
Maximum
SMA usage 106 4.11 0.66 1 7 1 7
Quality of IS information 106 4.02 0.38 1 7 1 7
Organizational life cycle stagea 106 0.64 0.48 0 1 0 1
Perceived environmental uncertainty 106 4.32 0.72 1 7 2 7
Structure 106 4.05 0.54 1 7 1 7
Historical Performance (€) 106 79.12 35.3 - - 53.24 135.42
Control variables and specific industry factors:
Strategy 106 4.87 0.55 1 7 1 7
Size (No of beds) 106 329.12 239.51 - - 85 1185
Management status b 106 0.18 0.39 0 1 0 1
Age of the organization 106 29.12 15.12 - - 3 48
Category c 106 0.45 0.50 0 1 0 1
Type of hotel d 106 0.39 0.49 0 1 0 1
Data	Analysis	and	Results
The	research	model	has	tested	using	Partial	Least	Squares (PLS),	a	multivariate	
analysis	technique	for	testing	structural	models	(Chin,	1998)
A	PLS	model	is	analyzed	using	SmartPLS	(version	2-M3)	and	interpreted	in	two	stages:	
(1)	the	assessment	of	the	reliability	and	validity	of	the	measurement	models,	and	(2)	
the	assessment	of	the	structural	models
23Dr Odysseas Pavlatos
Correlations from PLS model (n=106)
NOTE: * indicates Correlations is significant at the .05level (2 tailed)
**indicates Correlations is significant at the .01 level (2 tailed)
Dr Odysseas Pavlatos 24
Variable 1 2 3 4 5 6 7 8 9 10 11 12
1. SMA usage
1
2. Perceived environmental uncertainty 0.432* 1
3. Structure 0.484* 0.069 1
4. Quality of IS information 0.402* 0.112 0.268 1
5. Organizational life cycle stage 0.388* 0.235 0.136 0.213 1
6. Strategy 0.364* 0.018 0.189 0.018 0.110 1
7. Size 0.342* 0.099 0.203 0.085 0.354** 0.185 1
8. Management status 0.102 0.112 0.050 0.149 0.128 0.132 0.184 1
9. Category 0.118 0.002 0.022 0.136 0.128 0.184 0.118 0.182 1
10.Age of the organization 0.124 0.005 0.114 0.114 0.120 0.162 0.185 0.041 0.012 1
11. Type of hotel 0.134 0.004 0.118 0.214 0.084 0.214 0.214 0.145 0.142 0.121
1
12. Historical Performance -0.464* 0.224 0.201 0.195 0.184 0.289** 0.364* 0.205 0.015 0.209
0.132 1
Reliability	 and	validity	analysis	 of	multi-item	 constructs	 (n=	106)
Constructs ICR Alpha AVE Items Loadings
SMA usage 0.842 0.804 0.654 11 into 5
categories
0.721-
0.834
Quality of IS
information
0.855 0.856 0.692 5 0.822-
0.895
PEU 0.832 0.814 0.624 6 0.724-
0.824
Structure 0.822 0.802 0.632 6 0.804-
0.834
Historical
Performance 0.851 0.819 0.689 5
0.812-
0.862
25Dr Odysseas Pavlatos
Results from PLS analysis (n= 106)
Dr Odysseas Pavlatos 26
A. Main effects model
Path to: SMA usage
Cohen’s f2
Path from: Path coefficient
Perceived environmental uncertainty
0.290*
(2.984)
0.27
Supported H1
Structure
0.203*
(2.046)
0.20
Supported H2
Quality of IS information
0.228*
(2.315)
0.22
Supported H3
Organizational life cycle stage
0.204*
(2.052)
0.20
Supported H4
Historical performance
-0.264*
(2.634)
0.25
Supported H5
Control variables and specific industry factors
Strategy
0.229*
(2.412)
0.23
Size
0.184*
(2.064)
0.17
Age of the organization
0.132
(0.154)
Management status
0.152
(0.168)
Category
0.182
(0.211)
Type of hotel
0.104
(0.102)
R2 =0.291
Q2 = 0.016
B. Full model (interactions effects)
Path to: SMA usage
Cohen’s f2
Path from: Path coefficient
Perceived environmental uncertainty
0.272*
(2.815)
0.25
Supported H1
Structure
0.194*
(2.146)
0.18
Supported H2
Quality of IS information
0.250*
(2.507)
0.22
Supported H3
Organizational life cycle stage
0.201*
(2.054)
0.20
Supported H4
Historical performance
-0.215*
(2.134)
0.21
Supported H5
Historical performance X Perceived environmental uncertainty
-0.261*
(2.614)
0.24
Supported H6a
Historical performance X Structure
-0.105
(0.109)
No Supported H6b
Historical performance X Organizational life cycle stage
-0.144
(0.144)
No Supported H6c
Historical performance X Quality of IS information
-0.180
(0.155)
No Supported H6d
Control variables and specific industry factors
Strategy
0.218*
(2.205)
Size
0.182*
(2.054)
Age of the organization
0.143
(0.154)
Management status
0.154
(0.168)
Category
0.192
(0.201)
Type of hotel
0.102
(0.119)
R2 =0.343
Q2 = 0.014
Dr Odysseas Pavlatos 27
Conclusions	(1)
This	paper	set	out	to	increase	our	understanding	of	why some	profit	seeking	
service	organizations	are	more	likely	to	implement	strategic	management	
accounting.	
Survey	revealed	that		6	contingent	factors	affect	SMA	usage	in	a	service	context:
1.Perceived	environmental	uncertainty
2.Structure
3.Quality	of	IS	information
4.Organizational	life	cycle	stage
5.Historical	performance
6.Strategy	
7.Size
28Dr Odysseas Pavlatos
Conclusions	(2)
Hotels	perceiving	a	higher	degree	of	environmental	uncertaintyuse	more	
strategic	management	accounting	to	help	them	to	reduce	uncertainty	and	
improve	managerial	decision-making,	managerial	planning	and	control	
◦ Hotels	managers	that	perceive	their	environment	to	be	highly	uncertain	require	
more	external	information to	manage	the	uncertainty
Hotels	characterized	as	decentralized	user	more	SMA	tools	than	hotels	
characterized	as	centralized
◦ Decentralized	hotels	have	a	greater	need	for	SMA	techniques,	as	these	provide	
additional	information to	help	lower	level	managers in	their	decision-making	
processes	
29Dr Odysseas Pavlatos
Conclusions	(3)
Quality	of	IS	informationplay	a	positive	role in	the	SMA	usage	in	hotels
◦ Improved	IS	information	quality	should	further	help	managers	use	more	
contemporary	management	accounting	techniques
SMA	usage	is	far	much	greater in	hotels	at	maturity	phase than	those	in	growth	
phase
◦ Mature	hotels analyze competitor	positions	within	the	industry	more,	use	more cost	
data	based	on	strategic	information	to	develop	and	identify	superior	strategies	that	will	
produce	a	sustainable	competitive	advantage
30Dr Odysseas Pavlatos
Conclusions	(4)
Hotels	following	a	differentiation	strategyand	large	hotels	(control	variables)	use	
more	SMA	tools	
◦ These	findings	 confirm	Cadez and	Guilding (2008)
Strategic	management	accounting	usage	is higher	in	hotels	that	have	a	relatively	
low	historical	performance	than	in	hotels	that	have	a	relatively	high	historical	
performance.	
Hotels	with	lagging	 performance	likely	adopt	and	use	more	strategic	management	
accounting	tools	in	order	to	help	them	to	increase	their	performance	in	the	future.	
31Dr Odysseas Pavlatos
Conclusions	(5)
The	findings	 also	indicate	that	lagging	performance	affects	strategic	management	
accounting	usage	and	that	this	effect	is	moderated	by	the	perceived	environmental	
uncertainty.
While	on	average	hotels	with	lagging	performance	are	more	likely	to	use	SMA	this	effect	of	
historical	performance	is	more	salient	for	hotels	perceiving	higher	degree	of	
environmental	uncertainty.
32Dr Odysseas Pavlatos
Limitations
The	use	of	perceptual	measures and	the	potential	of	common-method	
bias
Data	were	collected	from	the	Greek	hotel	industryand	the	results	may	
be	generalizable	only	to	that	population
A	email	survey	prevents	the	respondent	from	effectively	clarifying	his	or	
her	understanding	of	the	questions	
The	use	of	the	single	item of	measure	of	strategy.	The	use	of	a	single	
item	measure	precludes	any	investigation	of	construct	reliability	
33Dr Odysseas Pavlatos
Contribution	(1)
This	study	contribute	as	constituting	a	holistic	perspective of	all	
contingent	factors that	affect	the	SMA	system	design	in	a	service	
context
Fill	an	existing	gap	in	the	literature	as	prior	studies	have	focused	on	
multiple	industry	analyses of	SMA	(mixed	industries	or	mainly	
manufacturing	industries)
An	overdue	enquiry	into	the	validity	of	viewing	strategic	management	
accounting	as	a	coherent	empirical	construct in	a	service	environment
34Dr Odysseas Pavlatos
Contribution	(2)
Adds	to	the	knowledge	in	MAS	design	in	hotels	(service	shop).
◦ The	results	provide	the	first	empirical	evidence	of	the	relation	between	SMA	
usage,	organizational	factors,	external	factors	and	historical	performance	in	
hotels.	
Fill the	empirical gap that exists concerning	with	how	SMA	systems	
operate	under	environmental uncertaintywhich	is	mainly	driven	by	
recession	and economic	crisis
◦ Data	were	collected	from	Greece,	which	is	under	recession	the	last	5	
years
Enhance the	understandingof	management	accountingpractices
among firms in	Greece
35Dr Odysseas Pavlatos
Contribution	(3)
The	accounting	profession and	hotel	managers will	also	benefit	as	the	
study	aims	to	identify	the	most	relevant	SMA	tools	adopted	in	the	hotel	
industry	and	further	the	relationship	between	these	tools and	other	
external and	organizational	 factors
Help	practitioners	to	develop	new	approaches	in	designing	MAS	system
within	service	organizations
36Dr Odysseas Pavlatos
Future	research
Examine	all	service	process	types	(professional	services,	mass	services	
and	service	shops)	in	Greece	and	in	other	countries	(Silvestro	et	al.,	
1992)
Investigate	the	relationship	between	SMA	and	top	executives’	
characteristics	(CEO’s	and	CFO’s)	in	services
Examine	other	innovative	management	accounting	tools	in	services	
(e.g.	value	based	management)
37Dr Odysseas Pavlatos
Dr Odysseas Pavlatos 38
Connect	with	me:
http://eap.academia.edu/OdysseasPavlatos
http://gr.linkedin.com/in/odysseaspavlatos
Odysseas	Pavlatos
opaulatos@gmail.com
Dr Odysseas Pavlatos 39

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