MSIS 3223 Final Exam (2025/2026) | 100+ Verified Q&A | Linear & Nonlinear Optimization, Excel Solver, Decision Variables, Constraints, Financial Modeling | Oklahoma State University – Business Analytics Capstone

This document presents 100+ verified final exam questions and answers from the MSIS 3223 – Business Analytics course at Oklahoma State University, specifically tailored for the 2025/2026 academic year. It covers essential exam material in advanced analytics and modeling techniques, with a strong emphasis on optimization, spreadsheet engineering, and financial problem-solving. Key topics include: Business & Financial Formulas: Total cost, revenue, gross profit, operating income, net income Spreadsheet Modeling: Spreadsheet engineering, model verification, scenario management, what-if analysis, and data tables Optimization Concepts: Objective functions, constraints, decision variables, feasibility, slack, binding constraints Linear Optimization Models: Product mix, transportation, portfolio selection, multiperiod planning Integer & Nonlinear Optimization Models: Binary variables, quadratic functions, Markowitz Portfolio Model Excel Solver & Functions: How to implement optimization models using Excel’s Solver tool, with notes on which functions (e.g., IF, MIN, ABS) to avoid for linearity Project Management & Cash Budgeting: Concepts like critical path analysis and planning with uncertain demand Mathematical Tools & Concepts: Influence diagrams, balance constraints, proportional relationships, simple and quadratic equations Statistical Elements: Variance, covariance, and their application in finance and analytics This document is especially valuable for: MIS and Business Analytics Majors Finance, Operations, and Supply Chain students using data modeling tools Data Science students focused on quantitative modeling in Excel MBA candidates seeking practical experience in optimization and decision analysis Whether you're preparing for a final exam, polishing your understanding of Excel modeling, or reviewing decision-support strategies, this guide provides a rigorous and concise study resource aligned with university-level expectations. Keywords: MSIS 3223 final exam, Oklahoma State University, business analytics, optimization models, Excel Solver, decision variables, binding constraints, spreadsheet engineering, what-if analysis, data tables, scenario manager, integer programming, quadratic optimization, financial modeling, critical path, cash budgeting, covariance, variance, portfolio optimization, Markowitz model, MIS capstone exam, linear programming