Introduction to Management Science

Introduction to Management Science

Fall 2021 Project Guidelines


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The purpose of this project is to provide students with a hands-on experience in solving real life problems using Operations Research (OR) techniques covered in class. The reasoning behind emphasizing on the “practicality” of the problem being addressed in this project is to appreciate the value and importance of the OR techniques and how they help solving real life optimization problems. You are invited to select a problem obtained from the industry sector, whether locally or internationally, or from the service sector, i.e., hospitals, universities, banks, real estate, airlines, etc. In the case where a practical problem cannot be identified, a thorough analysis of a typical, but rather involved, case study might be accepted. order coupon Code order coupon Code

Project Objectives

The objectives of the project should be stated in clear terms. More specifically, what are the potential improvements that the project strives to achieve with respect to the current strategy being employed? How would the project outcomes contribute to the financial status of the organization and how valuable such contributions are? In other terms, if the organization is not utilizing LP techniques towards improving their operations, what is it that they might be overlooking or losing by ignoring such a useful tool?

Project Layout

The following is a suggested layout for the project report.

  • : The summary should present the motivation for the study, the problem being addressed in the report, the approach adopted in tackling the problem as well as the major findings of the study.

  Introduction: General introduction to the importance of the project, the tools used and the relevance of LP techniques to the current project and brief Company overview. 

  Problem description: Current operating conditions, status of the business, potential areas of improvement, where are they now and where do they want to get. What exactly is the problem that the project is trying to solve, and how does the solution help towards meeting the company’s long term objectives.

Brief Literature review: of similar problem. The objective is to find similar problems and their formulations.

 Data collection: Once the problem has been identified, students are expected to collect relevant data for the model inputs or parameters (e.g., the availability of resources, the usage rates of the resources for each product (constraints coefficients) and objective function coefficients). If such data is not available or if there were any assumptions made in order to come up with the necessary data, this should also be clearly stated.

  Modeling  considerations  and  assumptions:  Which  aspects  of  the  problem  have  been addressed and  which  other aspects have not. In many cases, the problem might be too complicated  to  explore  in  full  scale  and  hence  there  might  be  a  need  for  simplifying assumptions in order to make it tractable. The assumptions you make during your work are particularly important to the validity of the mathematical model developed at a later stage.

  The mathematical model: This is the core of the project and substantial efforts should be directed towards perfecting the formulation of the mathematical model. In particular, the decision variables used, the objective function and each constraint shall be clearly defined so that the report is reader friendly and the model is easily understandable.

  Solution procedure (Computer implementation): Once the problem at hand is formulated, solve the model using Excel solver or GAMS. The  choice of which software to use is entirely yours as long as such  implementation is detailed clearly in the report with screen snapshots.

   Output analysis: The output obtained from the computer software shall be reported in full.

This includes the optimal values of the decision variables and the objective function, the interpretation of the dual values and the reduced costs, the binding and non-binding constraints at optimality, the range of feasibility as well as the range of optimality. order coupon Code order coupon Code

 Post-optimality and what-if analysis: It is of great importance to include post-optimality analysis and what if analysis. For instance, what would be the impact of changing the right hand side of the constraints (i.e., what would happen if the company manages to get more of a certain resource and what is the maximum amount that should be paid per unit of that resource)? How would changes in the cost/profit coefficients affect the current optimal solution and would an investment in new machinery, for instance, be justified by the obtained cost reductions?

   Extensions to incorporate (if any): This studies the effect of incorporating in the mathematical model some of the previously relaxed restrictions. For example, what happens if we allow overtime or if there is a budget constraint, or a warehouse capacity restriction? Basically, any extension to the basic model that would enhance its applicability should be investigated.

  • Managerial  insights  and  implications:  In  light  of  the  output  obtained  and  the  post optimality  analysis, the managerial insights shall provide directions to the management on what actions need to be taken. Assuming that you are actually presenting this work to the CEO of the company, how would you present your results and how would you convince the management to adopt the recommendations made based on your analysis. It is particularly important to include managerial insights on how to improve the current situation (i.e., changes that shall be made and which ones would have the greatest impact on, for example, increasing the profit or decreasing the cost).

 Conclusion:  A summary of the analysis that has been done, technical difficulties faced during the project and the Learning outcomes of the project.

 Appendices (If any): Include any explanatory figures, charts, diagrams, or tables of data collected and used in the model.

Project Submission and Presentations:

Phase 1: Problem Description/Literature Review                20%    

Phase 2: Problem Formulation and Data Collection             30%    

Phase 3: Final Report                                                            30%    

Phase 4: Presentation                                                            20%    

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  1. The project is to be done in groups of 2 students.
  2. All group members would need to show up for the presentation and present part of the project.
  3. Members of a group are expected to coordinate closely with one another, make equal contributions to the project, and fully understand the complete work that was done in their project (i.e., not just their part).
  4. Members within the same group may not necessarily receive the same grade for the project.
  5. Be aware of plagiarism. There is a zero tolerance policy when it comes to plagiarism”. Each group should submit the final report through the Ilearn and a Safeassign report will be generated directly.

Complete the assignment up to here, based on your performance for this part you might be assigned for the rest.

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