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About the Authors
Richard Klein is an associate professor in the Department of Management at Clemson University’s College of Business and Behavioral Science. His research has been published in top journals, including Decision Sciences, European Journal of Information Systems, Journal of Management Information Systems, and Journal of Operations Management. Dr. Klein has presented his work at national and international conferences, including the Annual Meeting of the Academy of Management, the Americas Conference on Information Systems, the European Conference on Information Systems, and the Institute for Operations Research and the Management Sciences Annual Meeting. He serves as an associate editor for European Journal of Information Systems.
Arun Rai is Regents’ Professor and the Harkins Chair in the Center for Process Innovation and the Department of Computer Information Systems at the Robinson College of Business, Georgia State University. His research focuses on understanding interorganizational relationships and IT-enabled innovation. His articles have appeared in Management Science, MIS Quarterly, Decision Sciences, European Journal of Operations Research, IEEE Transactions on Engineering Management, Information Systems Research, Journal of Management Information Systems, and others journals. He serves as a senior editor for Information Systems Research and as an associate editor for Journal of MIS. He has also served as a senior editor for Journal of Strategic Information Systems and as an associate editor for Management Science and MIS Quarterly. His research has been sponsored by leading corporations, including A. T. Kearney, Bozell Worldwide, Daimler-Chrysler, Deutsche Bank, Gartner, Georgia-Pacific, IBM, Intel, UPS, SAP, and SunTrust.
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Klein & Rai/Strategic Information Flows
Appendix A
Constructs and Measures
|
|
Observed |
|
Standard |
Observed |
|
Standard |
|
|
|
Range |
Mean |
Deviation |
Range |
|
Mean |
Deviation |
Strategic Information Flows |
Buyer to Supplier |
Supplier to Buyer |
||||||
Our organization shares the following types of information with this |
|
|
|
|
|
|
|
|
business partner: |
|
|
|
|
|
|
|
|
• |
Inventory/capacity planning |
1–7 |
2.86 |
2.61 |
1–7 |
|
5.23 |
.96 |
• |
Production schedules |
1–7 |
3.12 |
1.80 |
1–7 |
|
5.00 |
1.08 |
• |
Cost structures |
1–7 |
2.73 |
2.15 |
1–7 |
|
4.59 |
1.21 |
• |
Margin structures |
1–7 |
2.40 |
2.71 |
1–7 |
|
4.67 |
1.22 |
• |
Marketing strategies |
1–7 |
3.31 |
1.96 |
1–7 |
|
5.07 |
.67 |
• |
Demand patterns |
1–7 |
3.01 |
2.05 |
|
|
|
|
• |
Decision-making processes |
1–7 |
2.85 |
2.33 |
|
|
|
|
• |
Decision-making criteria |
1–7 |
2.90 |
1.89 |
|
|
|
|
• |
Pricing schedules plans |
|
|
|
1–7 |
|
4.99 |
1.30 |
• |
Product/services in development |
|
|
|
1–7 |
|
5.10 |
1.80 |
• |
Support strategies |
|
|
|
1–7 |
|
|
1.10 |
|
|
|
|
4.80 |
||||
Relationship-Specific Performance |
|
Buyer |
|
|
|
Supplier |
|
|
Our organization has realized the following performance outcomes |
|
|
|
|
|
|
|
|
as a result of our interactions with this business partner: |
|
|
|
|
|
|
|
|
• |
Improved asset management |
1–7 |
4.77 |
1.54 |
1–7 |
|
3.97 |
1.56 |
• |
Increased productivity |
1–7 |
4.98 |
1.55 |
2–7 |
|
4.07 |
1.61 |
• |
Lower operating costs |
1–7 |
5.09 |
1.55 |
1–7 |
|
4.07 |
1.66 |
• |
Improved production planning |
1–7 |
5.05 |
1.51 |
1–7 |
|
4.19 |
1.66 |
• |
Improved resource control |
1–7 |
4.84 |
1.61 |
1–7 |
|
3.98 |
1.61 |
• |
Increased flexibility |
2–7 |
|
|
1–7 |
|
1.70 |
|
5.13 |
1.57 |
|
4.10 |
|||||
|
|
|
|
|
N/A: data collected from one |
|||
Buyer Dependence on Supplier |
|
Buyer |
|
|
logistics vendor |
|||
• |
Percentage of our overall logistics needs serviced by this |
1–10 |
6.67 |
2.207 |
|
|
|
|
|
business partner. |
|
|
|
|
|
|
|
|
|
|
|
|
N/A: data collected from one |
|||
Buyer IT Customization |
|
Buyer |
|
|
logistics vendor |
|||
• |
Our organization uses uniquely built or customized, rather than |
1–7 |
4.48 |
1.73 |
|
|
|
|
|
canned or generic, applications to facilitate information |
|
|
|
|
|
|
|
|
exchanges with our partner. |
|
|
|
|
|
|
|
• |
The applications that are used to facilitate information |
1–7 |
4.46 |
1.66 |
|
|
|
|
|
exchanges with our partner can be described on a scale from |
|
|
|
|
|
|
|
|
generic to customized. |
|
|
|
|
|
|
|
• |
What percentage of applications are customized, i.e., developed |
1–7 |
3.77 |
1.57 |
|
|
|
|
|
expressly to manage interactions and flows of information |
|
|
|
|
|
|
|
|
between your organization and this business partner?* |
|
|
|
|
|
|
|
*The third IT customization item employed a 10-point ordinal scale that specified the percentages of applications from 0–10% to 91–100%. For analysis, this measure was rescaled to a 1-7 range, so that all three items for IT customization ranged from 1 through 7.
758 MIS Quarterly Vol. 33 No. 4/December 2009
Klein & Rai/Strategic Information Flows
|
Observed |
|
Standard |
Observed |
|
Standard |
|
Range |
Mean |
Deviation |
Range |
Mean |
Deviation |
Trusting Beliefs |
Buyer in Supplier |
Supplier in Buyer |
||||
Ability |
|
|
|
|
|
|
• Our business partner is competent and effective in their |
2–7 |
4.74 |
1.55 |
2–7 |
4.51 |
1.71 |
interactions with our organization. |
|
|
|
|
|
|
• Our business partner performs all of their roles very well. |
2–7 |
4.97 |
1.52 |
2–7 |
4.53 |
1.58 |
• Overall, this business partner is capable and proficient. |
2–7 |
4.98 |
1.53 |
2–7 |
4.56 |
1.50 |
• In general, this business partner is knowledgeable about their |
2–7 |
4.98 |
1.58 |
2–7 |
4.62 |
1.86 |
industry and business operations. |
|
|
|
|
|
|
Benevolence |
|
|
|
|
|
|
• Our organization believes that this business partner would act in |
2–7 |
5.47 |
1.45 |
2–7 |
4.58 |
1.63 |
our best interest. |
|
|
|
|
|
|
• If our organization required help, this business partner would do |
2–7 |
5.42 |
1.57 |
2–7 |
4.66 |
1.63 |
their best to provide assistance. |
|
|
|
|
|
|
• This business partner is interested in our organization’s well |
2–7 |
5.30 |
1.52 |
2–7 |
4.82 |
1.56 |
being and not just its own. |
|
|
|
|
|
|
Integrity |
|
|
|
|
|
|
• This business partner is truthful in their dealings with our |
2–7 |
5.34 |
1.37 |
2–7 |
4.88 |
1.52 |
organization. |
|
|
|
|
|
|
• Our organization would characterize this business partner as |
3–7 |
5.49 |
1.26 |
2–7 |
4.90 |
1.58 |
being honest. |
|
|
|
|
|
|
• This business partner keeps their commitments. |
2–7 |
5.24 |
1.39 |
1–7 |
4.74 |
1.58 |
• This business partner is sincere and genuine. |
2–7 |
5.18 |
1.36 |
2–7 |
4.91 |
1.61 |
Appendix B
ANOVA Test for Nonresponse Bias
(1) Early Versus Late Respondents |
|
|
|
|
|
Factor |
Group |
Sum of Squares |
Mean Square |
F |
Sig. |
Primary Industry |
Between |
6.500 |
6.500 |
.413 |
.521 |
|
Within |
2421.109 |
15.721 |
|
|
|
Total |
2427.609 |
|
|
|
Primary Location |
Between |
.841 |
.841 |
.268 |
.606 |
|
Within |
483.518 |
3.140 |
|
|
|
Total |
484.359 |
|
|
|
Number of Employees |
Between |
.732 |
.732 |
.149 |
.700 |
|
Within |
756.877 |
4.915 |
|
|
|
Total |
757.609 |
|
|
|
Years with the Organization |
Between |
18.701 |
18.701 |
1.975 |
.162 |
|
Within |
1458.273 |
9.469 |
|
|
|
Total |
1476.974 |
|
|
|
Gender |
Between |
.008409 |
.008409 |
.044 |
.835 |
|
Within |
29.735 |
.193 |
|
|
|
Total |
29.744 |
|
|
|
Years Work Experience |
Between |
25.952 |
25.952 |
1.223 |
.270 |
|
Within |
3266.638 |
21.212 |
|
|
|
Total |
3292.59 |
|
|
|
Years IT Experience |
Between |
.655 |
.655 |
.221 |
.639 |
|
Within |
456.492 |
2.964 |
|
|
|
Total |
457.147 |
|
|
|
Years Relationship Management Experience |
Between |
28.999 |
28.999 |
1.831 |
.178 |
|
Within |
2439.226 |
15.839 |
|
|
|
Total |
2468.224 |
|
|
|
MIS Quarterly Vol. 33 No. 4/December 2009 |
759 |
Klein & Rai/Strategic Information Flows
(2) Responding Versus Nonresponding Client Firms |
|
|
|
|
|
|
|
|
Mean Square |
|
|
Factor |
Group |
Sum of Squares |
F |
Sig. |
|
Client Organization Primary Industry |
Between |
.895 |
.895 |
.056 |
.814 |
|
Within |
2906.624 |
16.059 |
|
|
|
Total |
2907.519 |
|
|
|
Client Organization Primary Location |
Between |
.731 |
.731 |
.252 |
.616 |
|
Within |
524.297 |
2.897 |
|
|
|
Total |
525.027 |
|
|
|
Relationship Longevity |
Between |
.06894 |
.06894 |
.008 |
.930 |
|
Within |
1601.188 |
8.846 |
|
|
|
Total |
1601.257 |
|
|
|
(3) Responding Versus Nonresponding Vendor Representative |
|
|
|
|
Factor |
Group |
Sum of Squares |
Mean Square |
F |
Sig. |
Years with the Organization |
Between |
21.537 |
21.537 |
.468 |
.318 |
|
Within |
1579.720 |
8.728 |
|
|
|
Total |
1601.257 |
|
|
|
Gender |
Between |
.003865 |
.003865 |
.020 |
.888 |
|
Within |
35.406 |
.196 |
|
|
|
Total |
35.410 |
|
|
|
Supervisor |
Between |
.009931 |
.009931 |
.001 |
.975 |
|
Within |
1769.617 |
10.112 |
|
|
|
Total |
1769.627 |
|
|
|
(4) Unmatched Versus Matched Vendor Respondents |
|
|
|
|
|
Factor |
Group |
Sum of Squares |
Mean Square |
F |
Sig. |
Primary Industry |
Between |
123.528 |
123.528 |
.896 |
.306 |
|
Within |
2033.714 |
15.644 |
|
|
|
Total |
2157.242 |
|
|
|
Primary Location |
Between |
6.139 |
6.139 |
1.174 |
.243 |
|
Within |
367.157 |
2.824 |
|
|
|
Total |
373.295 |
|
|
|
Years with the Organization |
Between |
62.621 |
62.621 |
.462 |
.304 |
|
Within |
962.008 |
7.400 |
|
|
|
Total |
1024.629 |
|
|
|
Gender |
Between |
.004924 |
.004924 |
.026 |
.871 |
|
Within |
24.238 |
.186 |
|
|
|
Total |
24.242 |
|
|
|
Years Work Experience |
Between |
39.750 |
39.750 |
1.354 |
.247 |
|
Within |
3817.492 |
29.365 |
|
|
|
Total |
3857.242 |
|
|
|
Years IT Experience |
Between |
43.226 |
43.226 |
1.185 |
.233 |
|
Within |
370.069 |
2.847 |
|
|
|
Total |
413.295 |
|
|
|
Years Relationship Management Experience |
Between |
42.441 |
42.441 |
.024 |
.878 |
|
Within |
2431.468 |
18.704 |
|
|
|
Total |
2431.909 |
|
|
|
760 MIS Quarterly Vol. 33 No. 4/December 2009
Klein & Rai/Strategic Information Flows
Appendix C
Exploratory Factor Analysis Results
Items |
Dimension |
1 |
2 |
3 |
4 |
5 |
6 |
|
BTS1 |
|
.71 |
.22 |
.25 |
.03 |
-.09 |
.10 |
|
BTS2 |
Ability, Buyer in Supplier |
.80 |
.29 |
.28 |
.12 |
-.10 |
.14 |
|
BTS3 |
.76 |
.30 |
.33 |
.18 |
-.21 |
.13 |
||
|
||||||||
BTS4 |
|
.84 |
.31 |
.26 |
.21 |
-.07 |
.12 |
|
BTS5 |
|
.31 |
.69 |
.22 |
.02 |
.19 |
.17 |
|
BTS6 |
Benevolence, Buyer in Supplier |
.22 |
.72 |
.24 |
.01 |
.18 |
.13 |
|
BTS7 |
|
.29 |
.64 |
.22 |
.19 |
.01 |
.14 |
|
BTS8 |
|
.27 |
.17 |
.73 |
.07 |
.01 |
.05 |
|
BTS9 |
Integrity, Buyer in Supplier |
.21 |
.23 |
.80 |
.05 |
.01 |
-.03 |
|
BTS10 |
.20 |
.18 |
.76 |
.04 |
.02 |
.03 |
||
|
||||||||
BTS11 |
|
.18 |
.20 |
.69 |
.05 |
.01 |
-.02 |
|
STB1 |
|
-.05 |
-.01 |
.13 |
.68 |
.21 |
.31 |
|
STB2 |
Ability, Supplier in Buyer |
-.02 |
.01 |
.14 |
.68 |
.31 |
.26 |
|
STB3 |
-.09 |
-.01 |
.19 |
.72 |
.21 |
.22 |
||
|
||||||||
STB4 |
|
-.08 |
.02 |
.09 |
.78 |
.31 |
.31 |
|
STB5 |
|
.19 |
.01 |
.02 |
.35 |
.89 |
.27 |
|
STB6 |
Benevolence, Supplier in Buyer |
.18 |
-.06 |
.01 |
.21 |
.69 |
.38 |
|
STB7 |
|
.10 |
-.02 |
.03 |
.29 |
.78 |
.32 |
|
STB8 |
|
.09 |
.07 |
.01 |
.19 |
.47 |
.66 |
|
STB9 |
Integrity, Supplier in Buyer |
.14 |
.05 |
.01 |
.31 |
.33 |
.77 |
|
STB10 |
.10 |
.04 |
.03 |
.21 |
.38 |
.69 |
||
|
||||||||
STB11 |
|
.09 |
.07 |
.02 |
.27 |
.22 |
.80 |
MIS Quarterly Vol. 33 No. 4/December 2009 |
761 |
Klein & Rai/Strategic Information Flows
762 MIS Quarterly Vol. 33 No. 4/December 2009