Product Quality Growth Analysis using Canonical Correlation in
Small Business
Ami Dilham
1
, Baby Karina Fawzeee
1
and Fivi Rahmatus Sofiyah
1
1
Department of Management, Universitas Sumatera Utara, Medan, Indonesia
Keywords: Business, Quality, Resistance, Canonical.
Abstract: This paper is a concept of small business resistance in the point of product quality growth in facing the
progress of transformation era with case study : village-owned small enterprises in Deli Serdang. Through
this research, it is expected that they have good resistance by making the best product quality. The method
used is descriptive and canonical correlation analysis method. The result shows that willingness to pay
more, loyalty as the dependent variable and responsiveness as the independent one give the strong factor.
The rest weakness factor must be improved to get the small medium enterprises (SMEs) product quality
growth
1 INTRODUCTION
Deli Serdang Regency is an area close to Medan
City and greatly affect the economy of North
Sumatra. Fluctuating economic growth from the year
of 2013 amounted to 9.22%, tend to decrease by
7.5% and 2015 by 5.24%. This decline is related to
national economic conditions and 2016 began to
show an increase of 5.32% based on
https://deliserdangkab.bps.go.id/, 2018. The
improvements made in the direction of small
business development with village-owned
enterprises (VOE) in industry revolution 4.0.
The VOE officially endorsed by Regent Ashari
Tambunan in Galang District of Deli Serdang
Regency. Head of Deli Serdang Communication and
Information Office said that the inauguration of
VOE conducted in Galang District to meet the
demand from the community will be a in Subur
Village. The Regent hoped that it can be a business
for residents in Galang District based on the
information (http://beritasumut.com, 2017). The
Progress of VOE will be the responsibility to select
and rank the quality and the failures so that it can
make the high result for economic growth.
Firbank (2013) informed that Elderly users had
difficulty evaluating services because standards or
benchmarks they could use as a basis for comparison
were missing. Over half the elderly respondents had
considerable difficulty or were unable to select and
rank three quality failures they considered to be most
important.
The quality of VOE must be started from the
quality management universally. The real fact is
needed the practitioners to make it successfully.
As the competitive condition, it needs the good
brand quality in consumer point of view.
Sharma, et al (2012) said that It is worth
mentioning here that, in the present competitive
world, the dynamics of market does not allow any
deviation in quality of end product. Therefore, the
importance of quality management is universally
espoused by the researchers and practicing managers
working in this area.
The VOE needs the ecocentric approach thought
improving it. The empathy can transformation
towards a society. The one can touched with its
innovation. The result can be the better for the
environment movement.
Lithoxoidou, et al (2017) explained that Coping
with environmental crisis cannot but presuppose a
change in the values adopted by modern man. Both
eco centric values associated with creating a caring
relationship with nature, and the development of
empathy, can become vehicles of transformation
towards a society based on ecological principles.
Peterson & Leonhardt (2015) informed that For
instance, individual firms may vary in the degree to
1248
Dilham, A., Fawzeee, B. and Sofiyah, F.
Product Quality Growth Analysis using Canonical Correlation in Small Business.
DOI: 10.5220/0010071012481253
In Proceedings of the International Conference of Science, Technology, Engineering, Environmental and Ramification Researches (ICOSTEERR 2018) - Research in Industry 4.0, pages
1248-1253
ISBN: 978-989-758-449-7
Copyright
c
2020 by SCITEPRESS – Science and Technology Publications, Lda. All rights reserved
which nonverbal communication and empathy are
incorporated as components of their training
programs, depending upon their needs and available
resources.
Based on the phenomenon described, the main
problems of the research focused are how to solve
problems of product quality growth using canonical
approach with the case study in the VOE Of Deli
Serdang Regency.
Plank & Reid (2010) informed that Given the
strong role of empathy in this model, more work
needs to be done in the context of buyer-seller
relations on the actual process of empathetic
communication. As has been noted in the literature
review of this paper, process models of empathy do
exist, but not in buyer-seller contexts.
Sarwar, et al (2012) said that Generally, It has
been seen that quality of
services, transparent
policies, delivering what is
promised and
representing the things honestly ultimately generates
the customer trust. Customer trust is the pivotal
characteristic of each and every relationship.
Jahanshahi,et al (2011) said that One may pursue
the common point of these studies in undiscovered
customer needs. In a setting where companies do not
depend on others to serve customers, the customer is
aware to whom his/her perception is dedicated, and
the direct link between perceived quality, customer
satisfaction and loyalty is naturally expected.
Abidin, et al (2016) told that Based on a sample
size of 712 non-financial companies, the results
suggest board independence as one of the
determinant factors of auditor switch. Other
significant determinants include the provision of
non-audit service, changes in management, size.
Lokkerbol, et al (2012) informed that Financial
service organizations are coping with increasing
international competition. Organizations willing to
gain or to secure a competitive advantage are
required to continuously improve. One strategy to
improve results is to eliminate operational
inefficiencies.
Sampaio, et al (2012) said that Given the
economic and social relevance of the ISO 9000
phenomenon, as well as the increasing availability of
data related to it, we feel that more and more fact-
based and statistically oriented studies should be
conducted in this area.
Butler & Surace (2015) said that The newly
emerging businesses are very fragile and represent
an interest for managers and scholars alike to
identify success strategies in emergent business
sectors. According to the Australian Bureau of
Statistics, more than 50% of all established
businesses fail in the first four years, for example,
out of all existing new businesses established in
2007, just 48.6% were in business in July 2011.
Sukati, et al (2012) said that In today’s
competitive business, most of the firms increased
focus on delivering value to the customer. The focus
on attention of businesses is providing products and
services that are more valuable compared to its
competitors.
Roopchund & Boojhawon (2014) explained that
Service quality has become a key marketing tool for
achieving competitive differentiation and fostering
customer satisfaction and loyalty. Across industries
and sectors, firms seek to distinguish themselves and
retain customers by excellence in service
performance.
Pongpearchan & Ussahawanitchakit (2011) said
that When an environment does not reached its
carrying capacity, it may not guarantee survival of
SMEs but only shows that this environment is easier
to survive in than in other environments. Our study
is only limited in the isolated population.
Al Khattab & Aldehayyat (2011) said that With
regard to improvement of the tangibles dimension,
hotel managers should focus on specific items
(improvement areas) related to this dimension.
These areas include equipment and physical
facilities, appearance of employees, materials
associated with the service, and operating hours in
the hotels.
Goyanes (2015) said that As with age, gender
has been found to be a fundamental factor in the
analysis of intent to pay for online news in previous
studies, although the findings have never established
a significant association with general information;
hence, men and women tend to behave similarly in
this respect.
Makkonen, et al (2011) informed that A
preferable path of future research would be to
replicate our study also in other countries and
cultures by using a more precise categorisation of
age and income as well as a more varied set of
methods for measuring willingness to pay.
Demirgüneş (2015) said that The analysis
results reveal that perceived value dimensions have
differential effects on customer satisfaction with the
product and behavioral intentions. Implication of the
current findings proposed the importance of
perceived value in creating satisfaction and then
WTP more.
Malawat & Putra (2018) said that Human
capital which is the main point in improving the
quality of MSMEs is required an entrepreneurship
education support to be able to increase innovation
Product Quality Growth Analysis using Canonical Correlation in Small Business
1249
so as to be able to improve the performance of the
company. The SMEs needed the capability in
combining the income, capital, selling price, the
amount of manpower from the community who can
solve all problems to reach the market share
globally.
Dilham & Aisyah (2017) informed that The
community empowerment, transportation linked to
environmental conditions that can be directed to
produce results from the creation of society to be
more quickly achieved in the target market. In the
case of empowerment, the power of the development
community actors who cooperatively create synergy
and responsive to the problems that occur for the
common welfare.
2 METHOD AND MATERIAL
This research took place in Deli Serdang Regency
by taking the population from customers who are
loyal to conduct transactions in SBD with VOE with
samples taken by purposive sampling of 50 samples
conducted from January to April 2018 based on the
activity made. For data analysis techniques requires
understanding of the couple linear combinations are
called canonical variables because the dependent
variables are more than one and require
understanding the correlation value is called a
canonical correlation.
The assumptions in Canonical Correlation, such
as :
There is a linear relationship and correlation
between the dependent variable to the
independent variables.
The need for multivariate normality to test the
significance of every canonical function.
There is no multicollenearity between the
members of the dependent variable group against
the independent variables.
The variables taken are
Independent variables represents service quality
developments: Reliability is the ability of the
service provider to provide what is promised to
the recipient of the service (customer) accurately.
Assurance relates to the knowledge, modesty,
and ability of the worker (the service provider) to
generate a sense of trust and confidence from the
recipient (customer) for the services received.
Tangibles relates to the physical facilities,
equipment, and appearance of the service
personnel. Empathy is concerned with the
concern and care of the service provider to the
customer (recipient) and Responsiveness desires
to provide excellent services and to assist the
recipient (customer) in case of problems related
to the services provided by the service provider.
The dependent variable is a value depends on the
change in the value of other ones. The indicators
are as follows: Loyalty company provides an
understanding that all customers can be more
loyal with the improvement of existing
indicators. Propensity to switch shows the
resilience of customers not to switch to other
products. Willingness to pay more shows the
willingness of the respondent / patient to pay
more for services
The Pattern shows
Loyalty +
Propensity to
switch +
Willingness To Pay
More
= Reliability + Assurance +
Tangible + Emphaty +
Responsiveness
Metric Metric
3 RESULT AND DISCUSSION
3.1 Result of Canonical Function
The famous VOE in Deli Serdang such as mineral
managing water supply, cattle and pavin block. the
customers make the assessments with loyalty,
propensity to switch and willingness as dependent
variable and reliability, assurance, tangible,
empathy, responsiveness as the independent
variables, namely:
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
- - - - - - - - - - - - - - - - - - - - - - - - - -
Eigenvalues and Canonical Correlations
Root No. Eigenvalue Pct. Cum. Pct. Canon Cor. Sq.
Cor
1 6,02435 99,59905 99,59905 ,92609 ,85
764
2 ,01924 ,31816 99,91720 ,13741 ,01
888
3 ,00501 ,08280 100,00000
,07059 ,00498
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
- - - - - - - - - - - - - - - - - - - - - - -
Dimension Reduction Analysis
Roots Wilks L. F
Hypoth. DError DF Sig. of F
1 TO 3 ,13898 8,09698 15,00 116,4
,000
2 TO 3 ,97623 ,13009 8,00 86,00
,998
ICOSTEERR 2018 - International Conference of Science, Technology, Engineering, Environmental and Ramification Researches
1250
3 TO 3 99502 ,07345 3,00 44,00
,974
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
- - - - - - - - - - - - - - - - - - - - - - -
Three canonical functions are visible at root no,
with canon correlation for function 1: loyalty is
0.92609 and function 2: propensity to switch is
0.13741 while function 3: willingness to pay more is
0.07059. In the sig column. of f which tests the
significance of the canonical function, visible for
function 1 is 0.000, function 2 is 0.998 and function
3 is 0.974. From these results, it appears that
function 1 individually is significant, and can be
processed further. For functions 2 and 3, cannot be
processed because the numbers are significantly
higher than 0.05 then function 2 individually is
considered unable to be processed further.
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
- - - - - - - - - - - - - - - - - - - - - - - - - -
Multivariate Tests of Significance (S = 3, M = 1/2, N = 20
)
Test Name Value Approx. F Hypoth. DF Error DF S
ig. of F
Pillais ,88150 3,66166 15,00
132,00 ,000
Hotellings 6,04860 16,39843 15,00 122,00
,000
Wilks ,13898 8,09698 15,00 116,34
,000
Roys ,85764
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
- - - - - - - - - - - - - - - - - - - - - - - - - -
While tested jointly with test name: Pillais,
Hotellings and Wilks for Sig numbers. Of F for all
three procedures are below 0.05 ie 0.00. Thus, if
combined together, then canonical function 1,
canonical function 2 and canonical function 2 are
significant and can be processed further.
3.2 Interpretation of Canonical
Variates
Canonical variates is a collection of 5 variables that
make up a variates. For measurement canonical
variates can be done in two ways: Canonical weight
and canonical loadings:
3.2.1 Canonical Weights
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
- - - - - - - - - - - - - - - - - - - - - - - - - - -
Standardized canonical coefficients for
DEPENDENT variables
Function No.
Variable 1 2 3
Loyalty -,00354 ,63380 -,83530
Propensi -1,16714 -3,27464 -2,55693
Willingn ,17370 3,20854 2,90435
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
- - - - - - - - - - - - - - - - - - - - - - - - - -
Standardized canonical coefficients for COVARIATES
CAN. VAR.
COVARIATE 1 2 3
Realibil -,31135 -2,01593 ,27936
Assuranc ,58465 -,75070 1,00145
Tangible -,17904 -,12592 ,83062
Emphaty -,04855 -,08150 ,91619
Responsi -1,07671 2,71772 -,41674
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
- - - - - - - - - - - - - - - - - - - - - - -
Considering function 2 (second column
number), it is seen for the dependent variable that
loyalty variable is in the number 0.63380, the
propensity variable is at -3,27464, but it does not
meet because under 0.5 and willingness to pay more
is in number 3.20854 that meets above 0.5. As for
the independent variables (covariates), the
correlation numbers above 0.5 are only
responsiveness.
3.2.2 Canonical Loadings
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
- - - - - - - - - - - - - - - - - - - - - - - - -
Correlations between DEPENDENT and canonical v
ariables
Function No.
Variable 1 2 3
Loyalty -,28880 ,65104 -,70196
Propensi -,99920 ,02980 ,02684
Willingn -,96273 ,21347 ,16606
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
- - - - - - - - - - - - - - - - - - - - - - - - - - -
Correlations between COVARIATES and canonical varia
bles CAN. VAR.
Covariate 1 2 3
Realibil -,91770 -,37317 -,11841
Assuranc -,88512 -,11717 -,24101
Tangible -,92564 -,10636 -,01826
Emphaty -,29282 ,10810 ,82129
Responsi -,97689 ,05710 -,13062
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
- - - - - - - - - - - - - - - - - - - - - - - - - -
By paying attention to function 2 (column of the
second digit), a row of canonical loadings numbers
for dependent variable loyalty above 0.5 is 0.65104.
as for the independent variables (covariates), the
correlation numbers above 0.5 are none.
3.3 Discussion
From the output of canonical weight or canonical
loading, it can be said:
Product Quality Growth Analysis using Canonical Correlation in Small Business
1251
For significant numbers below 0.05 then function
1: loyalty individually is considered to be
processed further, but together have the same
significant level.
For output results canonical weight that meets
with a significant level above 0.5 is willingness to
pay more dependently and responsiveness
independently.
For the results the canonical loading output is
loyalty dependent and no one meets independently
if it is above 0.5.
positive markings on the responsiveness variable
indicate that the more customers who favor
responsiveness and increase loyalty to increase
willingness to pay more by the customer.
Willingness to pay more is the strong factor in
VOE in Deli Serdang. As the Elderly users could
benchmark for as the importance of quality
management is universally espoused by the
researchers and practicing managers working in this
area with the eco centric values as the nonverbal
communication and empathy are incorporated as
components of their training programs like the
opinion Firbank (2013), Sharma et al (2012),
Lithoxoidou et al (2017) and Peterson & Leonhardt
(2015). As the strength factor to keep the customers,
it must be improved to touch their heart.
Benchmarking is the way to know the other
company way to get them in the future
Loyalty is the strong factor to get more work
needs to be done in the context of buyer-seller
relations on the actual process of empathetic
communication. Quality of services, transparent
policies, delivering what is promised and
representing the things honestly ultimately generates
the customer trust. the customer is aware to whom
his/her perception is dedicated and significant
determinants include the provision of non-audit
service, changes in management, size like the notion
Plank & Reid (2010), Sarwar et al (2012),
Jahanshahi et al (2011) and Abidin et al (2016).
Responsiveness as the independent variable gets
the strong factor.VOE Organizations willing to gain
or to secure a competitive advantage are required to
continuously improve based on ISO 9000
phenomenon. The newly emerging businesses are
very fragile and represent an interest for managers
and scholars alike to identify success strategies in
emergent business sectors. In today’s competitive
business, most of the firms increased focus on
delivering value to the customer. Service quality has
become a key marketing tool for achieving
competitive differentiation and fostering customer
satisfaction and loyalty lie the point Lokkerbol et al
(2012), Sampaio (2012), Butler & Surace (2012),
and Roopchund & Boojhawon (2014).
When an environment does not reached its
carrying capacity, it may not guarantee survival of
SMEs. With regard to improvement of the tangibles
dimension, gender has been found to be a
fundamental factor in the analysis of intent to pay
for online news in previous studies. A preferable
path of future research would be to replicate our
study also in other countries and cultures by using a
more precise. Human capital which is the main point
in improving the quality of SMEs is required an
entrepreneurship education. The weakness for
dependent variables such as propensity to switch
and reliability, assurance , tangible, empathy linked
to environmental conditions that can be directed to
produce results from the creation of society to be
more quickly as the idea of Pongpearchan &
Ussahawanitchakit (2011), Al Khattab &
Aldehayyat (2011), Goyanes (2015), Makkonen et al
(2011), Sukati (2012), Demirgüneş (2015), Malawat
& Putra (2018) and Dilham & Aisyah (2017).
4 CONCLUSIONS
Product quality growth in the VOE in Deli
Serdang gets the loyalty variables individually
for significant level and other dependent ones
result the significant as group in industry
revolution 4 .0.
The strong factor such as willingness to pay
more and loyalty dependently and
responsiveness independently make the quality
of the VOE growth must be improved to the get
the real result.
Human capital which is the main point in
improving the quality of SMEs is required an
entrepreneurship education. The weakness for
dependent variables such as propensity to
switch and reliability, assurance , tangible,
empathy must be educated through the
academic and practitioners approach.
Comparative study among the SMEs in Deli
Serdang to other success area can be directed to
produce results from the creation of society to
be more quickly.
ACKNOWLEDGEMENTS
The author's research is funded by The Grant Of
Talenta Research Institute of Universitas Sumatra
Utara 2018.
ICOSTEERR 2018 - International Conference of Science, Technology, Engineering, Environmental and Ramification Researches
1252
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