Introducing Prescriptive and Predictive Analytics to MBA Students with Microsoft Excel
References
- (2020) Learning optimal classification trees: Strong max-flow formulations. Preprint, submitted May 13, https://arxiv.org/abs/2002.09142.Google Scholar
- (2006) Why, when, and what to outsource, Chapter 11. Schniederjans A, Schniederjans D, Schniederjans M, eds. Outsourcing Management Information Systems (Idea Group Publishing, Hershey, PA).Google Scholar
- (2018) The flipped classroom: A review of its advantages and challenges. Comput. Ed. 126:334–345.Crossref, Google Scholar
- (2020) A systematic literature review of revenue management in passenger transportation. Meas. Bus. Excell.Crossref, Google Scholar
- (2021) AI based music recommendation system using deep learning algorithms. Proc. IOP Conf. Series Earth Environment Sci., vol. 785, 012013. https://iopscience.iop.org/article/10.1088/1755-1315/785/1/012013/pdf.Crossref, Google Scholar
- (2020) Knowledge-based automated planning with three-dimensional generative adversarial networks. Medical Phys. 47(2):297–306.Crossref, Google Scholar
- (2017) Optimal classification trees. Machine Learn. 106(7):1039–1082.Crossref, Google Scholar
- (2019) Machine Learning Under a Modern Optimization Lens (Dynamic Ideas, Charlestown, MA).Google Scholar
- (2016) OR forum—An algorithmic approach to linear regression. Oper. Res. 64(1):2–16.Link, Google Scholar
- (2020) Machine learning in oncology: methods, applications, and challenges. JCO Clinical Cancer Inform. 4:885–894.Crossref, Google Scholar
- (2016) The Analytics Edge (Dynamic Ideas, Charlestown, MA).Google Scholar
- (2021) Interpretable clustering: An optimization approach. Machine Learn. 110(1):89–138.Crossref, Google Scholar
- (2019) Machine learning under a modern optimization lens. Accessed April 5, 2023, https://bit.ly/3XRFjbO.Google Scholar
- (2013) The flipped classroom: A survey of the research. Proc. ASEE Annual Conf. & Exposition, 23–1200. https://peer.asee.org/the-flipped-classroom-a-survey-of-the-research.Google Scholar
- (2023) Introducing and integrating machine learning in an operations research curriculum: An application-driven course. INFORMS Trans. Ed. 23(2):64–83.Google Scholar
- (2006) Using thematic analysis in psychology. Qual. Res. Psych. 3(2):77–101.Crossref, Google Scholar
- (2015) The impact of professor reputation and section attributes on student course selection. Res. Higher Edu. 56(5):496–509.Crossref, Google Scholar
- Brusco M (2022) Logistic regression via excel spreadsheets: Mechanics, model selection, and relative predictor importance. INFORMS Trans. Ed. 23(1):1–11.Google Scholar
- (2017) Let’s stop trying to be “sexy”: Preparing managers for the (big) data-driven business era. Bus. Processing Management J. 23(3):598–622.Crossref, Google Scholar
- (2018) Future of airline revenue management. J. Revenue Pricing Management 17:45–47.Google Scholar
- (2018) The measure and mismeasure of fairness: A critical review of fair machine learning. Preprint, submitted August 14, https://arxiv.org/abs/1808.00023.Google Scholar
- (2008) Using data mining to predict secondary school student performance. Accessed April 5, 2023, http://www3.dsi.uminho.pt/pcortez/student.pdf.Google Scholar
- (2023) Estimating causal effects with optimization-based methods: A review and empirical comparison. Eur. J. Oper. Res. 304(2):367–380.Crossref, Google Scholar
- (2020) Using the learning assistant model in an undergraduate business analytics course. INFORMS Trans. Ed. 20(3):125–133.Link, Google Scholar
- (2009) Imagenet: A large-scale hierarchical image database. Proc. IEEE Conf. on Comput. Vision and Pattern Recognition (IEEE, Piscataway, NJ), 248–255.Crossref, Google Scholar
- (2018) Optimal trees for prediction and prescription. PhD thesis, Massachusetts Institute of Technology, Cambridge, MA.Google Scholar
- (2020) School bus routing problem: Contemporary trends and research directions. Omega 95:102056.Crossref, Google Scholar
- (2020) Behavioral nudges reduce failure to appear for court. Science 370(6517):eabb6591.Crossref, Google Scholar
- (2012) MBA in business analytics: Big data are a big deal. Accessed April 5, 2023, https://bit.ly/3PRb7ZL.Google Scholar
- (2017) Microsoft Excel®: Is it an important job skill for college graduates? Inform. Systems Ed. J. 15(3):55.Google Scholar
- (2008) Teaching problem solving techniques to MBA students through supply chain management. INFORMS Trans. Ed. 8(2):65–74.Link, Google Scholar
- (2021) Optimization problems for machine learning: A survey. Eur. J. Oper. Res. 290(3):807–828.Crossref, Google Scholar
- (2020) Artificial intelligence applications in dermatology: Where do we stand? Frontiers Medicine 7:100.Crossref, Google Scholar
- Gurobi Optimization LLC (2022) Gurobi optimizer reference manual. Accessed April 5, 2023, https://www.gurobi.com.Google Scholar
- (1997) Designing & Delivering: Scientific, Technical, and Managerial Presentations (John Wiley & Sons, Hoboken, NJ).Google Scholar
- (2022) AI-driven fraud detection and mitigation in e-commerce transactions. Proc. Data Analytics and Management: ICDAM 2021, vol. 1 (Springer, Berlin), 403–414.Crossref, Google Scholar
- (2010) MBA: Past, present and future. Acad. Ed. Leadership J. 14(1):63.Google Scholar
- (2017) Ups optimizes delivery routes. Interfaces 47(1):8–23.Link, Google Scholar
- (2016) Learning to code at a business school. Accessed April 5, 2023, https://bit.ly/3oKwAYw.Google Scholar
- (2017) Student evaluations of teaching are an inadequate assessment tool for evaluating faculty performance. Cogent Ed. 4(1):1304016.Crossref, Google Scholar
- (2020) Case article—Converting nfl point spreads into probabilities: A case study for teaching business analytics. INFORMS Trans. Ed. 21(1):45–48.Abstract, Google Scholar
- (2017) Agile Data Science 2.0: Building Full-Stack Data Analytics Applications with Spark (O’Reilly Media, Newton, MA).Google Scholar
- (2020) Healthcare AI systems are biased. Sci. Amer. 11:17.Google Scholar
- (2022) Data analytics is a hot, sexy sector for career growth. Accessed April 5, 2023, https://bit.ly/3bqV1ar.Google Scholar
- (2020) Is an MBA degree really worth it? Accessed April 5, 2023, https://bit.ly/3cXlNHQ.Google Scholar
- (2018) Case article—Business value in integrating predictive and prescriptive analytics models INFORMS Trans. Ed. 19(1):36–42.Google Scholar
- (2015) The underutilized potential of teacher-to-parent communication: Evidence from a field experiment. Econom. Ed. Rev. 47:49–63.Crossref, Google Scholar
- (2018) MBAs who code. Accessed April 5, 2023, https://bit.ly/3d1djj3.Google Scholar
- (2019) An integrative framework for artificial intelligence education. Proc. Conf. AAAI Artificial Intelligence (AAAI Press, Palo Alto, CA), vol. 33, 9670–9677.Google Scholar
- (2016) How we analyzed the compas recidivism algorithm. ProPublica 9(1):3.Google Scholar
- (2016) Business Analytics for Managers: Taking Business Intelligence Beyond Reporting (John Wiley & Sons, Hoboken, NJ).Crossref, Google Scholar
- (2018) Integrating business analytics in the marketing curriculum: Eight recommendations. Marketing Ed. Rev. 28(1):6–13.Crossref, Google Scholar
- (2012) An evidence-based incentive system for Medicare’s end-stage renal disease program. Management Sci. 58(6):1092–1105.Link, Google Scholar
- (2008) Teaching business modeling using spreadsheets. INFORMS Trans. Ed. 9(1):20–34.Link, Google Scholar
- (1999) The teachers’ forum: Breaking the mold—A new approach to teaching the first mba course in management science. Interfaces 29(4):99–116.Link, Google Scholar
- (2016) Even Einstein struggled: Effects of learning about great scientists’ struggles on high school students’ motivation to learn science. J. Ed. Psych. 108(3):314.Crossref, Google Scholar
- Longwood University (2021) What can I do with an MBA in data analytics? Accessed April 5, 2023, https://bit.ly/3QdSKOs.Google Scholar
- Luigi (2019) The ultimate guide to model retraining. Accessed April 5, 2023, https://mlinproduction.com/model-retraining/.Google Scholar
- (2019) What do we do about the biases in AI? Accessed April 5, 2023, https://bit.ly/3oK0KLF.Google Scholar
- (2011) Big data: The next frontier for innovation, competition, and productivity. Accessed April 5, 2023, https://mck.co/3vxARlU.Google Scholar
- (2021) What is a typical MBA program curriculum? Accessed April 5, 2023, https://bit.ly/3Sl6Tv6.Google Scholar
- (2019) Artificial Intelligence in Practice (Wiley, New York).Google Scholar
- (2011) Linear programming basics. Case study, Harvard Bus. Rev. https://store.hbr.org/product/linear-programming-basics/IES442.Google Scholar
- Mason AJ (2012) Opensolver-an open source add-in to solve linear and integer programmes in excel. Klatte D, Lüthi H-J, Schmedders K, eds. Selected Papers Internat. Conf. Oper. Res. (OR 2011) (Springer-Verlag, Berlin), 401–406.Google Scholar
- (2020) Equalizing data science curriculum for computer science pupils. Proc. 20th Koli Calling Internat. Conf. on Comput. Ed. Res. (ACM, New York), 1–5.Google Scholar
- (2017) The Quant Crunch: How the Demand for Data Science Skills Is Disrupting the Job Market (Burning Glass Technologies, Boston).Google Scholar
- (2021) Predictors of choosing business analytics concentration and consequent academic performance. INFORMS Trans. Ed. 21(3):130–144.Link, Google Scholar
- (2021) Algorithmic nudges don’t have to be unethical. Accessed April 5, 2023, https://bit.ly/3oPRky9.Google Scholar
- (2020) Interpretable machine learning. Leanpub Publishing, https://books.google.ca/books?hl=en&lr=&id=jBm3DwAAQBAJ&oi=fnd&pg=PP1&dq=Molnar+C+(2020)+Interpretable+machine+learning.&ots=EgzP0kIJS5&sig=WEB5YhdpOkRUCLFDyvwLzWjppvI&redir_esc=y#v=onepage&q=Molnar%20C%20(2020)%20Interpretable%20machine%20learning.&f=false.Google Scholar
- (2022) MS Excel as a modern data analysis tool? Accessed April 5, 2023, https://bit.ly/3oKpDqm.Google Scholar
- (2014) Why MBA students are learning to code. Accessed April 5, 2023, https://bit.ly/3BATJnU.Google Scholar
- (2022) An interactive spreadsheet model for teaching classification using logistic regression. Working paper. Accessed April 5, 2023, https://bit.ly/3KenIoq.Google Scholar
- Nagpal A, Gabrani G (2019) Python for data analytics, scientific and technical applications. 2019 Amity Internat. Conf. Artificial Intelligence (AICAI) (IEEE, Piscataway, NJ), 140–145.Google Scholar
- (2019) Deep learning recommendation model for personalization and recommendation systems. Preprint, submitted May 31, https://arxiv.org/abs/1906.00091.Google Scholar
- (2012) An application of mathematical model for decision in building plan design. Procedia Soc. Behav. Sci. 68:537–548.Crossref, Google Scholar
- (2022) What to look for in a business analytics curriculum. Accessed April 5, 2023, https://bit.ly/3BzLVTj.Google Scholar
- (2016) Weapons of Math Destruction: How Big Data Increases Inequality and Threatens Democracy (Broadway Books, New York).Google Scholar
- (2022) Case article—Machine learning, ethics, and change management: A data-driven approach to improving hospital observation unit operations. INFORMS Trans. Ed. 22(3):178–187.Link, Google Scholar
- (2019) Automated pathologist scheduling at the ottawa hospital. INFORMS J. Appl. Analytics 49(2):93–103.Link, Google Scholar
- (2020) Analytics curriculum for undergraduate and graduate students. Decision Sci. J. Innovative Ed. 18(1):22–58.Crossref, Google Scholar
- (2013) A very short history of data science. Accessed April 5, 2023, https://bit.ly/3SjkyTG.Google Scholar
- Questrom School of Business (2022) Preparation for the online MBA. Accessed April 5, 2023, https://bit.ly/3zn1NWx.Google Scholar
- (2005) Professional decision modeling: Details of a short MBA practice course. INFORMS Trans. Ed. 6(1):35–52.Link, Google Scholar
- (2021) Using moneyball to introduce students to data analytics: Illustrating the data analytics life cycle. INFORMS Trans. Ed., ePub ahead of print July 13, https://doi.org/10.1287/ited.2021.0252ca.Link, Google Scholar
- Rotman School of Management (2022) Rsm2408h: Modelling and optimization for decision making. Accessed April 5, 2023, https://bit.ly/3PPPuJr.Google Scholar
- (2018) The age of secrecy and unfairness in recidivism prediction. Preprint, submitted November 2, https://arxiv.org/abs/1811.00731.Google Scholar
- (2021) The data analytics profession and employment is exploding—Three trends that matter. Accessed April 5, 2023, https://bit.ly/3SlBOY8.Google Scholar
- (2020) Delivering business analytics competencies and skills: A supply side assessment. INFORMS J. Appl. Analytics 50(4):239–254.Link, Google Scholar
- (2019) Stand up for best practices: Misuse of deep learning in nature’s earthquake aftershock paper. Accessed April 5, 2023, https://bit.ly/3OLMbBG.Google Scholar
- (2021) CS5702 modern data book. Accessed April 5, 2023, https://bit.ly/3BzXQ3q.Google Scholar
- (2009) Incentive contracts in projects with unforeseeable uncertainty. Production Oper. Management 18(2):185–196.Crossref, Google Scholar
- Stern School of Business (2021) Syllabus for decisions models and analytics (Fall 2021, MBA Program). Accessed April 5, 2023, https://bit.ly/3JqVkOS.Google Scholar
- (2018) The benefits of using artificial intelligence in payment fraud detection: A case study. J. Payments Strategy Systems 12(2):102–110.Google Scholar
- (2019) Implications of Artificial Intelligence on Business Schools and Lifelong Learning (Academic Leadership Group, Cambridge, MA).Google Scholar
- (2020) Treating medical data as a durable asset. Nature Genetics 52(10):1005–1010.Crossref, Google Scholar
- (2019) Matching Supply with Demand: An Introduction to Operations Management, 4th ed. (McGraw-Hill Education, New York).Google Scholar
- (2018) From cashews to nudges: The evolution of behavioral economics. Amer. Econom. Rev. 108(6):1265–1287.Crossref, Google Scholar
- (2022) MBA applications at some of the country’s best colleges fell this year. Accessed April 5, 2023, https://on.wsj.com/3zMvbXN.Google Scholar
- (2020) Why you might want to use machine learning. Accessed April 5, 2023, https://ml-ops.org/content/motivation.Google Scholar
- (1998) Student evaluation of college teaching effectiveness: A brief review. Assessment Evaluation Higher Ed. 23(2):191–212.Crossref, Google Scholar
- Warner J (2013) Business analytics in the MBA curriculum. Proc. Northeast Bus. Econom. Assoc. https://web.p.ebscohost.com/ehost/pdfviewer/pdfviewer?vid=0&sid=e6e875a2-6e06-4800-8bd8-aa5eb949737b%40redis.Google Scholar
- (2017) Machine learning modules for all disciplines. Proc. 2017 ACM Conf. Innovation Tech. Comput. Sci. Ed., 84–85. https://dl.acm.org/doi/pdf/10.1145/3059009.3072979.Google Scholar
- (2019) Integrating analytics into marketing curricula: Challenges and effective practices for developing six critical competencies. Marketing Ed. Rev. 29(4):266–282.Crossref, Google Scholar
- (2019) Case—You can’t take it with you. INFORMS Trans. Ed. 20(1):37–40.Link, Google Scholar
- (2015a) Business analytics for business analysts in manufacturing. Handbook of Research on Organizational Transformations Through Big Data Analytics (IGI Global, Pennsylvania), 97–105.Crossref, Google Scholar
- (2015b) Business analytics curriculum for undergraduate majors. INFORMS Trans. Ed. 15(2):180–187.Link, Google Scholar
- (2021) Artificial intelligence in business curriculum: The pedagogy and learning outcomes. Internat. J. Management Ed. 19(3):100550.Google Scholar
- (2019) One step at a time the effects of an early literacy text-messaging program for parents of preschoolers. J. Human Resources 54(3):537–566.Crossref, Google Scholar
- York University (2022a) Fostering the future of artificial intelligence: Report from the York University task force on AI & society. Accessed April 5, 2023, https://bit.ly/3vyc80S.Google Scholar
- York University (2022b) York university strategic research plan (2018-202): Toward new heights. Accessed April 5, 2023, https://bit.ly/3vwMJok.Google Scholar
- (2021) How student evaluations of teaching affect course enrollment. Assessment Evaluation Higher Ed. 46(5):779–792.Crossref, Google Scholar
- (2018) Integrating data analytics into the undergraduate accounting curriculum. Bus. Ed. Innovation J. 10(2).Google Scholar

