Research Article, ISSN 2304-2613 (Print); ISSN 2305-8730 (Online)
Copyright ©
CC-BY-NC 2014
, Asian Business Consortium |
ABR
Page 13
Factors Influencing Logistics Outsourcing in Pakistan
Kanwar Uzair
1*
, Danish Ahmed Siddiqui
2
1
Research Scholar, Karachi University Business School, University of Karachi, PAKISTAN
2
Associate Professor, Karachi University Business School, University of Karachi, PAKISTAN
*
E-mail for correspondence:
kanwar.uzair@gmail.com
https://doi.org/10.18034/abr.v8i1.3
ABSTRACT
The Freight Forwarding and Logistics industry plays a vital role in the overall economy of Pakistan.
The purpose of this study is to determine the factors that influence for outsourcing the logistics and at
the same time performance of outsourcing has been evaluated with respect to Karachi, Pakistan. Three
factors identified as Low Human Assets, Low Physical Assets and Partnership, all have a positive
impact on logistics outsourcing and the firm performance especially in terms of Financial Benefit.
Online survey was conducted and the data was obtained from a sample size of 165 from the seniority
level of the manufacturing industry in Karachi. We measure the inner model by Smart PLS software
to indicate the reliability of all factors that significant impact on logistics outsourcing practices.
Reliability test was also performed which showed that our study is significant.
Key words: Outsourcing, Low Physical Assets, Low Human Assets, Partnership, Logistics Outsourcing Practices and
Financial Benefit
INTRODUCTION
The ability to obtain the goods and distribute it around the
world is the structure of the Supply Chain. Strategically it
competes on the basis of cost, service, time and
transportation that play significant role in supply chain.
Third party logistics providers working as an
independent organization, carry all the responsibilities of
transportation from acquiring of goods to deliver to final
customer that is now. Outsourcing success is the dynamic
factors of the business function since after the revolution
in information technology people are align to each other
through knowledge sharing which significantly integrate
skill workforce with low physical assets and high
transaction uncertainty. It is important in outsourcing that
partners share the abilities on each element to work
effectively. Logistic functions are outsourced to the
external service providers with the aim of acquiring
technological, economic and strategic advantages
(Venkatraman, 1992). Despite of the significance, now it is
considered as the mandatory function of the business.
Problem Statement
In the complex and massively challenging market
environment, organizations now have difficulties of
improving quality, bringing down costs and addressing
individual needs. Hence, now organizations are starting
to focus on logistics as an essential mean to achieve and
sustain competitive advantage. For firms, extending
current or establish new logistics capabilities is an
approach to create value for customers and themselves
(Esper, Fugate &Sramek, 2007; Mentzer, Min & Bobbitt,
2004).
Hsiao et al. (2010), pointed out that companies outsourced
logistics services because they do not own suitable
transport vehicles, which is one of the factors lacking in
the firm’s physical assets in their case study analysis
Knemeyer and Murphy (2005) states that there has been
very little research concerning the activities that might
influence the performance of logistics outsourcing
relationships.
Bourlakis and Melewar (2011) examine managing
operations has become very challenging for most
corporations considering the vast range of logistics
functions.
The birth of logistics can be traced back to ancient war
times of Greek and Roman empires where soldiers are
assigned to provide services of supply and distribution of
resources that enable soldiers to move forward from base
position to forward line. After World War II logistics
evolved greatly that consider as an art and science. Now
organization term logistics as providing the right type of
products and or services at the right price, at place, time
in the right condition.
Uzair and Siddiqui: Factors Influencing Logistics Outsourcing in Pakistan (13-20)
Page 14 Asian Business Review Volume 8 Number 1/2018
The concept of logistics is based on systematic approach
that performs functions in the systematic way starting
from the movement of material from supplier to end user
with the aim of achieving customer satisfaction.
Research Objective
The main purpose of the study is to examine the
influential factors that outsource logistics activities which
impact on firm performance.
Research Questions
Following are the research questions which study to be
done.
What are the factors that influenced to outsource logistics
with extent to logistics outsourcing practices?
What is the effect of logistics outsourcing practices that
impact on logistics outsourcing performance?
Significance of the Study
The findings of this study will provide an insight to the
supply chain manager to outsource the functions of
logistics that significantly impact to operational cost and
time compression of manufacturing firms that like other
firm’s resources whether logistics could be an importance
source to sustainable and improve performance.
Limitation of the Study
The main objective of the research is to explore the areas
with different aspects and to find out new dimension
which provide guidance to the people but to achieve that
there are the constraints that need to be consider. The first
and most precious is the time constraint that limits our self
to work under it, secondly region of the study to work on
it. It is very important to understand the respondent of the
research for generic feedback as well as the sample size
that limit to find out the results which are not efficient to
measure the study.
LITERATURE REVIEW
Theoretical Background
The outsourcing of logistics functions to partners, known
as ``third-party logistics providers'', has increasingly
become a powerful alternative to the traditional,
vertically-integrated firm. To obtain competitive
advantage, Resource based view (RBV) has gain the
dominance in the organization’s strategic management
approaches, which began with Werner felt in the 1980. It
contends that by optimal utilization of resources and
competence, Companies may obtain and sustains
competitive advantage (Day, 1994; Wernerfelt, 1984).
However, Barny 1991 explore that logistics capability is
that part of firm’s resources which allow it to conceive of
and implement strategies that improve efficiency and
effectiveness. According to Dekkers (2011) and Wernefelt
(1984), the RBV defined resources as tangible and
intangible assets that are rooted half-permanent to a firm.
Barney (1991), however, moved the emphasis from the
organizational view to the firm’s goal of reducing the
uncertainty and dependency on other organizations to
reduce the risk for its survival.
Transaction Cost Economics Theory
William 1975 stated that in TCE approach, the properties
of the transaction determine what establish the most
competent governance structure-market, hierarchy or
alliance. The primary factors producing transactional
difficulties include bounded rationality, opportunism,
small numbers bargaining, and information
impactedness. Bounded rationality and opportunism are
behavioral assumptions. Bounded rationality refers to the
rational limitations of the human mind, which increases
the difficulties of understanding fully the difficulties of all
possible decisions. Opportunism refers to decision makers
acting with cunning, as well as out of self-interest. Small
numbers bargaining refers to the degree to which the
buyer has alternative sources of supply to meet its
requirements. Information impactedness refers to the
presence of information asymmetries between the buyer
and supplier, which means that either party may have
more knowledge than the other. These transaction
difficulties and associated costs increase when
transactions are characterized by asset specificity,
uncertainty and infrequency.
Asset specificity refers to the level of customization
supplementary with the transaction. Highly asset-specific
investments represent costs that have little or no value
outside the transaction. The costs can be in the form of
physical asset specificity (level of product or service
customization), human asset specificity (level of
specialized knowledge involved in the transaction) or site
specificity (location). Asset specificity can be non-specific
(highly standardized), idiosyncratic (highly customized to
the organization) or mixed (incorporating standardized
and customized elements in the transaction). According to
Klein et al., 1978 TCE affirms that the potential for
opportunistic behavior is most likely when an exchange
requires one or both parties to make significant
transaction-specific investments, since such investments
create quasi-rents that are subject to the holdup problem.
When asset specificity and uncertainty is low, and
transactions are relatively frequent, transactions will be
ruled by markets. Hierarchical governance occurs when
uncertainty and high asset specificity lead to transactional
difficulties. Medium levels of asset specificity lead to
mutual relations in the form of co-operative alliances
between the organizations or intermediate governance.
Logistics Outsourcing
Companies can either keep logistics functions in house or
contract them out. The decision process is based on an
evaluation of the costs and benefits of outsourcing.
Lankford and Parsa (1999) stated that outsourcing is
Research Article, ISSN 2304-2613 (Print); ISSN 2305-8730 (Online)
Copyright ©
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, Asian Business Consortium |
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Page 15
usually supported by many factors in all organization
levels. The decision to outsource should take account of
many issues: scale of economy, outsourcer expertise,
strategy, the need for cost savings, and accountability with
greater control of operating costs, moving from fixed into
variable costs, and quality factors
Crum and Allen (1997); Lieb and Miller (2002) suggest that
a user could reduce capital investment in logistics
facilities, focus on core activities, reduce inventory,
improved response rate to marketing and minimize
logistics costs through outsourcing.
Several studies have been completed on various aspects of
outsourcing. Campbell (1995) indicated that a planned
strategy for outsourcing has the potential to deliver a
competitive advantage through allowing the organization
to focus on core activities. This planned strategy involves
measuring the willingness of the organization to
introduce outsourcing, as well as identifying the activities
which offer the best potential to the organization.
Influential Factors of Logistics outsourcing
Power, Sharafali and Bhakoo (2007) examine that majority of
the research in this area has centered on the type of activities
outsourced, the reasons behind these decisions and on
benefits of logistics activities. Gattorna and Hargreaves, 1991
mentioned that the factors that influence to outsource are
categorized into two aspects; control and physical. Control
aspects involves the management activities along with the
performance measurement in contrast to physical aspect it
involves the operation ability which focus on lean
manufacturing to integrate product stabilization.
Khosrowpour, Gunderman, Subramanian (2000) explore the
perception of employee with respect to outsource of
Information system that workforce reduction are an issue for
the client as well as the outsourcing vendor. Once the rumors
have been imposed of outsourcing of Information system,
naturally it started fear and terming of responsibility which
significantly impact to the organization.
Moad (1991) points out, outsourcing vendors reputation
are not the best with the professionals; many employees
see these firms as threat to their security. Frequently,
outsourcing vendors will go over management head
directly to corporate executives. This method often used
by vendors because they realize that management is
generally not receptive to what the vendor has to offer.
Employers who are in the lower ranks of the organization
are also uncomfortable with the idea of being taken over
and becoming a pawn in a business transaction.
Large (1991) states that an organization focusing in
information technology can gain competences in two
different aspects. First, the economies of scale associated
with running large operations cuts down on per unit cost
associated with computing. Second, the knowledge base
of experience and expertise in the company results in a
more efficient and effective organization.
Gupta and Gupta (1992) suggest that the economic losses
tangled to human resources are significant, but are rarely
revealed by companies. However, Buck-Lew 1992
believes that more control is achieved through the use of
an outside party.
Lasher, lves and Jarvenpaa (1991) define partnership as “a
co-operative relationship in which parties are equally
responsible for the business success and failure of the
product or project. It also argue that partnership between
a firms information group and either its supplier (external
partnership) or its internal customers (internal
partnership) can play an important role in the effective
acquisition and management of emerging information
technologies. Furthermore partnership allows both the
parties to work on mutual understanding by setting up
key organizational objectives and competitive advantage
of their respective industries.
Gummesson (1987) narrates the supplier and customer
relationship through the Network/ Interaction
relationship theory that states that all activities by the
firm to build maintain and develop customer relations”.
The network/interaction theory emphasize on long term
relationship for buyer and seller.
Logistics outsourcing practices
In modern technological world many companies aiming
to achieve the higher market share by taking advantage of
lean manufacturing and sourcing efficiencies. Nowadays
the key element of business performance is the role of
Supply Chain Management. As SCM is becoming the most
complicated and the gap between what companies want
to achieve and what they can do in house continues to
grow, the rationale for outsourcing to Third party logistics
providers (3PLs) is further justified. Therefore, there is
currently a trend among manufacturing firms of
outsourcing those products and activities that are outside
the company’s core business.
Novack, Rinehart and Wells (1992), updated Bowersox’s
logistics framework by suggesting that optimization of the
logistics functions takes precedence over the optimization
of individual logistics activities. According to Novack
framework logistics activities divided into two categories;
the first category involves the “Physical activities that are
required to create form, time and quantity utilities of
customer need. These activities cover inventory,
transportation, and customer service operation. The second
category involves the “Transaction activities that follow or
initiate the physical activities previously presented. The
activities in this category are centered on transaction
negotiation areas (i.e the interaction between firms through
the purchasing of inbound materials, supplies, and
products) and order cycle management areas (i.e. the
management and control of information flows necessary to
create customer service in the logistics system).
Uzair and Siddiqui: Factors Influencing Logistics Outsourcing in Pakistan (13-20)
Page 16 Asian Business Review Volume 8 Number 1/2018
Conceptual Framework
Hypothesis Development
Razzaque and Sheng (1998) suggested that, firm outsource
logistic activity and depend upon logistic service that does
not possess the required asset to perform the logistic
activity. The low physical asset is a major factor firm
outsources the logistic activity (Vivaldini and Pires 2013).
Hypothesis shows that low physical asset positively affect
outsource logistic activity.
H1 Low physical assets positively affect the extent of
logistics outsourcing practices.
Hsiao et al. (2011) states that the decision outsources the
logistic are influence by investment on employees,
training and development. Kremic et al. (2006) asserted
that firm outsources their function when they do not have
enough expertise to perform. Greaver (1999) states that
lack of specialist staff reason to outsource the logistic
activity. As such, firm have strong human asset, perform
by itself whereas firm have low human asset go for
outsourcing. These argument support positive relation
between low human asset and outsource logistic activity.
H2 Low human assets positively affect the extent of
logistics outsourcing practices.
Lasher, Lves and Jarvenpaa 1991 define partnership as “a
co-operative relationship in which parties are equally
responsible for the business success and failure of the
product or project. It also argue that partnership between
a firms information group and either its supplier (external
partnership) or its internal customers (internal
partnership) can play an important role in the effective
acquisition and management of emerging information
technologies. Furthermore partnership allows both the
parties to work on mutual understanding by setting up
key organizational objectives and competitive advantage
of their respective industries.
H3 Lower Partnership affects the extent of logistics
outsourcing practices.
Warehouse service is one of the part of logistic activity
discuss by Cho et al. (2008). Zhang (2007) asserted firm
outsources warehouse services to improve firm
performance. Hsiao et al. (2011) asserted that packaging
and handling outsource activity are influential factor that
improve the firm performance. Sahay and mohan (2006)
state that 29 % of packaging and handling activity
outsource is a strategy of supply chain to improve firm
performance. Gol and Catay (2007) state that inventory
management is one of the common activity to outsource
to improve the firm efficiency. These argument support
positive relation between logistics outsourcing practices
and outsource logistic performance.
H4 Extent of Logistics outsourcing practices affects the
logistics outsourcing performance.
RESEARCH METHODOLOGY
The aim of the study is to examine the influential factors of
logistics outsourcing which indulge the management for
decision making. Since research is purely based on primary
data. Therefore, with purpose of information collection, a
questionnaire survey was directed to a multi- industry of
manufacturing firms in different region of Pakistan.
Research Design
A survey population was selected from manufacturing
firms in Pakistan belong to multiple industries. In order to
examine the influential factors of logistics outsourcing,
questionnaires were sent to Chief Executive officers,
Managing Directors, departmental heads and
departmental Managers since such people were
considered to have relevant knowledge of firms’ strategies
and were considered appropriate respondents to provide
relevant information. The analysis of the data would be
measured through the qualitative technique.
Face and Content validity
When it comes to questionnaire adaption it is mandatory
to measure the quality and validity of the questionnaires
from the concern professionals. The validity of this
questionnaire has been approved from the supply chain
professional and the relevant teacher of supply chain.
Target Population
The different manufacturing companies who use
outsource logistic and managers from supply chain,
procurement, purchasing, contract manufacturer
management and planning located in Karachi are the
target population of this research.
Sample Size
A model based on the resource based view and
transaction cost theory illustrates the hypothetical
connections among these variables. The data gathered
from the survey were analyzed using Smart PLS software.
A response rate of 41 % out of the 400 firms selected was
achieved and fixed as the empirical data for this study.
Data Collection
The tool which is designed for the gathering of data is a
questionnaire. In addition, the questionnaire is generated on
the method of Five-Step Likert Scale level which includes
Strong disagree, Disagree, Neutral, Agree and Strongly
Research Article, ISSN 2304-2613 (Print); ISSN 2305-8730 (Online)
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, Asian Business Consortium |
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Page 17
Agree (Likert, R., 1932). Besides, the designed questionnaire
is modified or else adapted from many publications.
Statistical Technique for Data analysis
The software used for the analysis of collected statistics for
this study is SPSS Moreover, the statistical examinations
executed in this study by using Smart PLS software.
Independent Variables (IDV’s)
Low human assets Specificity
Low Physical Asset Specificity
Partnership
Dependent Variable (DV)
Financial Benefit
Moderator
Logistics Outsourcing Practices.
FINDINGS OF THE STUDY
For initial testing we used SPSS for pilot testing and data
screening. Smart PLS 3.2.4 used for testing the content
validity, reliability, convergent validity and discriminant
validity followed by the Heterotrait-Monotrait Ratio
(HTMT) (Hensly, 2015).
Measurement of Outer Model
The validity and reliability of outer model was established
before the examination of proposed hypothesis by using the
Smart PLS 3.2.4 software. Data of analysis were describes in
the following sections. Three criteria were used to validate
and reliability of data of outer model that includes content
validity, convergent validity and discriminate validity.
Composite Reliability: The composite reliability of the
whole measurement model is analyzed by cross loadings
and actual interpretation of confirmatory factor analysis
(CFA). According to Chin (1998) and Heir et al (2013)
strong factors loading within the construct model is must
and if found any construct is weak in construct model it
should have eliminate from the model to improve the
outer model. The threshold of the composite reliability is
greater than 0.7, which consider a strong model and
construct. According to the below Figure 1 mostly loading
are greater than 0.7 so it represents this model is with
strongly loading construct.
Figure 1: Cross Loading
Convergent Validity: The measurement of convergent
validity would be done in three sections. First strongly
construct between the factors loading which threshold is
greater than 0.7Gefen and Straub (2005) , Second calculate
the average variance extracted (AVE) which threshold
accepted is greater than 0.5 (Fornell and Larcker (1981)
and third is composite reliability (CR) should be 0.7 or
greater than. Table 1 shows all the above assumptions
correct.
Table 1: Construct Reliability
Constructs
Cronbach's
Alpha
Composite
Reliability
Average
Variance
Extracted
(AVE)
FB
0.728
0.879
0.785
HA
0.691
0.824
0.612
LOP
0.823
0.871
0.531
P
0.554
0.817
0.691
PA
0.654
0.853
0.743
Discriminate Validity: There are two different criteria in
which we measure the discriminant validity. First Fornell
and Larcker (1981) which shows the correlation matrix
model basically shows the correlation between the
variables. Tables 2 represent the correlation of discriminate
validity in the form of diagonal line. SecondHeterotrait-
Monotrait Ratio (HTMT), in HTMT the values should be
less than 1 which shows the perfect result of thesis. Table 2
represents the HTMT values of the model.
Table 2: Heterotrait-Monotrait Ratio (HTMT)
FB
HA
LOP
P
PA
FB
HA
0.675
LOP
0.927
0.92
P
0.546
0.935
0.942
PA
0.702
0.842
0.977
0.711
As per the above data all the values are less than 1 which
shows that all the variables are accepted and these are
confirmatory discriminate validity of this model Henseler
et al (2015).
Model Evaluation and Hypothesis Testing
The hypothesis testing and model evaluation performed by
PLS structure equation modeling Ringle et al. (2015). The
results are presented in order to investigate the possible
problem, the result shows that the value of low human assets
specificity, low physical asset specificity, and partnership are
significant and positive with logistics outsourcing practices
i.e (0.001), (0.000) and (0.009) respectively. It also states that
the value of logistics outsources practices is (0.000) with effect
to financial benefit that means H1 and H2 are less than
p<0.05 which is significant and positive relationship with
outsourcing performance,
Uzair and Siddiqui: Factors Influencing Logistics Outsourcing in Pakistan (13-20)
Page 18 Asian Business Review Volume 8 Number 1/2018
Figure 2: SEM output (factors loading and T- Statistics)
According to the above figure of SEM model it represents
the relationship between the independent variables to
dependent variables by the medium of logistics
outsourcing practices. The beta values of all the
independent variables is positive which significantly
impacting on logistics outsourcing practices and it also
states the effect of LOP to financial benefit is positively
that means that organization closely look out the logistics
practices while outsource the logistics department. The
beta value of the low physical asset is on higher side
comparatively to partnership and low human asset so
firms need to consider more consciously on the resources
that organization required because without updated and
technological resources firms could not compete with the
market.
Table 3: Hypothesis Testing and Results
Hypothesis
Estimates
Standard
Deviation
T
Statistics
P
Values
Decisions
HA -> LOP
0.355
0.103
3.446
0.001
Accepted
LOP -> FB
0.742
0.054
13.836
0.000
Accepted
P -> LOP
0.252
0.096
2.617
0.009
Accepted
PA -> LOP
0.404
0.067
6.052
0.000
Accepted
As per the above testing of hypothesis the relationship
between the variables have positive relationship and the
p value of all the variables is less than 0.05 which has been
confirmed that the variables that dig out for the study has
significantly impact on the firm performance as we can see
that the value of LOP with the relationship to Financial
Benefit is (0.000) which shows the strong relationship of
logistics outsourcing practices indulge to the financial
benefit to the firms. Therefore we conclude that the
hypothesis of the study has been accepted so it would
recommend the factors of low human asset specificity, low
physical asset specificity and partnership significantly
impact on logistics outsourcing which definitely impact to
the performance of the firm financially.
DISCUSSION
One of the purposes of this research was to examine
factors influencing logistics outsourcing along with their
Performance. Their research found that the three main
factors that push the organization to outsource the logistic
segment that include low human asset specificity, low
physical asset specificity and partnership. These are the
factors that play a vital role in the organization especially
the human resources which is the big asset of the firm that
generate revenue. Nowadays partnership is becoming the
key element of outsourcing because without connecting
business could not run successfully. In this modern world
working independently is not the key to success we need
to co-operate with our strategic partners which help to
achieve the competitive edge.
The findings of our research reveal that the influential
factors investigated in this study have significant effect on
outsourcing success. Findings further reveals that low
human asset specificity, low physical asset specificity and
partnership have significant impact on performance of
outsourcing especially financially perspective. The
possible reason for the acceptance of almost all hypotheses
is that organizations in Pakistan, consider logistics as an
important strategic mean after the such great game
changer of CPEC project that cater almost 80% of the
logistics activities that open the route for exporting the
goods to different region of the world. CPEC project has
now greatly impact to the Pakistan economy, the supply
and demand of the goods now has been increased because
of the building of the hub of transportation that reveal the
supply of the goods through by road conveniently. The
infrastructure of the transportation has been change
especially Gawadar port which has become the central
hub of Asia for transportation of the goods that require
skilled workforce, advanced technological resources with
strong co-ordination with the vendors that build up the
trust to work effectively and all these activities
significantly impact to the economy of the country. The
another reason of the significant of the variable that
Pakistan is becoming the trading country which mainly
depend on logistic service providers firms to get the raw
material around the world, As per the Logistics
Performance Index Pakistan ranked 68
th
Position out of
160 countries in 2016 which states that Pakistan increasing
the inbound activities on a very large scale.
CONCLUSION
This study has evaluated the key factors that influence the
extent of logistics outsourcing practices and how the
extent of these practices affects logistics outsourcing
performance. LOP has been measured through the four
factors that is transportation, warehouse, packaging and
handling and inventory management. Three factors were
studied to determine whether or not they influence the
extent of logistics outsourcing practices-low of human
assets, low of physical assets and partnership as
elaborated by Xu (2009). The extent of logistics
outsourcing practices is used that provide financial
benefit the organizations that make outsourcing
performance effectively.
Research Article, ISSN 2304-2613 (Print); ISSN 2305-8730 (Online)
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Page 19
POLICY IMPLICATIONS
This study suggest following managerial implication and
policy recommendation for Top Managers, Organizational
owner/decision makers and regulatory bodies.
Top management should pay more attention on key
human workforce and these should perceive as an
important assets to firm rather than liability.
Organizations need to more focus on strategic
coordination and must share all information within
the organization for smooth operations, since it is not
only support other logistics operation but it may
improve other department of organization.
Manager should expend effort to develop and
enhance key logistics capabilities in order to achieve
sustainable performance.
The development of key strategic physical asset
require people to change by putting aside old ideas
and need to look new ways of doing thing.
The role of Government and regulatory bodies is also
important since they can implement suitable policies
and can develop such infrastructure that help
manufacturing firm to develop their logistics
capabilities, since these organization are the stake
holder of economy.
There should be a collaborative committee in the
organization that must ensure to conduct for sharing
different experiences faced which can improve the
performance organization.
Future Research
Although this study has made significant contribution to the
knowledge base on logistics outsourcing by empirically
testing the relationship between influential factors and
performance of logistics outsourcing practices, but like other
studies this research has some limitations. Few influential
factors with the extent of logistics outsourcing practices and
firm’s performance variables have investigated but both of
these have multiple facets and it is beyond the scope of single
research to undertake such task of investigating numerous
facets simultaneously. Other logistics practices element such
as Process capability, Lead time, supply chain network, cost
effective, responsiveness to market, operational capability,
demand oriented and supply oriented capability need to be
examined. Similarly firm performance in this study has focus
on operational level. Other operational performance
variables are further need to investigate.
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