I turn complex business questions into clear decisions.

Role & context

Team 7 member on a four-person university project.

ACC 358 Financial Reporting investigation of Apple Inc. using fiscal 2024 and 2023 SEC filings, annual-report disclosures, statements, footnotes, ratios, course material, and external credit-rating evidence.

Scope

• Governance, audit, reporting environment, and industry context
• Revenue recognition, bundled arrangements, deferred revenue, App Store net reporting, commitments, contingencies, OCI, and unusual tax items
• Receivables, customer concentration, inventory, PP&E, R&D, and long-lived assets
• Debt, commercial paper, maturity structure, credit ratings, liquidity, solvency, and flexibility
• Income taxes, deferred taxes, uncertain tax positions, and the European State Aid charge
• Equity, repurchases, dividends, stock compensation, book value, and market-to-book comparison
• Cash flows, free cash flow, and profitability, liquidity, solvency, and efficiency ratios

Outcome

Produced an integrated assessment of Apple from financial-management, creditor, and investor perspectives. The analysis characterized Apple as financially well managed with short-term-liquidity and capital-return qualifications, a strong credit risk, and a high-quality business whose principal investment risks were valuation, regulation, and concentration rather than near-term distress. It identified Services-revenue quality and disclosure—particularly bundled arrangements and App Store net reporting—as the most important continuing reporting issue.

An internal document review estimated 94/100, A-range quality. This was not an instructor-issued grade and must not be presented as one.

Evidence: Artifact reviewed. Portfolio treatment: Flagship. Academic disclosure: Academic team project using public information. Apple was the subject of analysis, not an employer, sponsor, client, or source of investment advice.

Role & context

Team member working in the simulated role of a Park Shores convention sales account executive.

University consultative-selling capstone based on the fictional Park Shores Resort and Convention Center. The course simulation moved learners through product, relationship, customer-buying, and presentation strategies.

Scope

• Event and room-block requirements
• Venue and product strategy
• Needs discovery and customer buying criteria
• Benefit-focused recommendations
• Objection handling and negotiation planning
• Proposal structure, pricing logic, presentation tools, closing strategy, and post-sale planning

Outcome

Translated a complex hospitality brief into a client-centered proposal with recommendations, supporting evidence, objection responses, negotiation preparation, and a clear close strategy. The available evidence does not establish that the proposal "won" business or earned a particular grade.

Evidence: Project record and course framework reviewed. Portfolio treatment: Flagship. Academic disclosure: Academic team simulation. Park Shores was a fictional course setting, not employment, consulting, or a real client relationship.

Role & context

Individual student analyst and writer.

OB 354 Behavior in Organizations final discussion using an anonymized former retail workplace to analyze a job-performance problem through goal-setting theory.

Scope

• Approximately 285 words plus an APA reference
• Four required sections: organization, problem, theory, and recommendations
• Examined inconsistent closing-shift merchandise and return duties
• Connected vague expectations and weak feedback to goal-setting theory
• Recommended a specific checklist, end-of-shift feedback, progress reviews, recognition, and accountability

Outcome

Converted an observed operational problem into a concise organizational-behavior diagnosis and three practical management recommendations. The draft met the assignment's 250–320-word range. There is no evidence that the employer adopted the recommendations or that performance changed.

Evidence: Completed draft reviewed. Portfolio treatment: Supporting. Academic disclosure: Individual academic analysis using an anonymized former workplace as context; not employer-sponsored consulting.

Role & context

Individual student researcher and writer, if completed.

OB 354 paper about a current or former coworker's low performance, low organizational commitment, or both. The assignment allowed an interview-based example.

Scope

• Planned 1,000-word paper
• 50-point assignment
• Application of course concepts to ineffective performance or commitment
• Analysis of possible coworker and supervisor responses

Outcome

Evidence: Assignment mapped; completion verified. Portfolio treatment: Archive until the final paper is supplied. Academic disclosure: Confirmed assignment only; completion and authorship of a final deliverable verified.

Role & context

Individual student marketing strategist and presentation developer unless a team role is documented elsewhere.

Academic brand-launch simulation for a fictional premium bottled-water concept, Water From Mars. The work applied 5Cs, 7Ps, segmentation, positioning, competitor analysis, pricing, launch planning, and measurement.

Scope

• Executive summary; company, customers, competitors, collaborators, and context
• Premium brand positioning, packaging, proof points, and QR-enabled credibility
• Price normalization by 16 ounces and alternative $2.99 and $3.49 pricing scenarios
• TAM, SAM, and SOM framing
• Retail, hospitality, event, and digital channel strategy
• 90-day launch calendar, KPIs, scenario stress tests, and risk analysis

Outcome

Built an evidence-led go-to-market plan that connected target customer, product story, price, channel, promotion, and performance metrics. The analysis identified repeat purchase and product credibility as the central commercial risks.

The record also contains forecast scenarios—50,000 bottles per month, 150,000 bottles over 90 days, and 600,000 bottles over one year. These are planning assumptions, not actual sales. Illustrative figures such as $448,500 in 90-day retail sales, a negative $22,325 90-day EBITDA, and a $110,700 one-year EBITDA must be labeled as modeled forecasts.

Evidence: Project record reviewed; strategy deck and analytical package documented. Portfolio treatment: Flagship. Academic disclosure: Individual academic simulation for a fictional brand. No product was launched, no revenue was realized, and no client engaged the student.

Role & context

Individual student marketing strategist unless team participation is later documented.

Academic marketing exercise for a fictional functional energy-drink concept, Pulse, aimed primarily at consumers ages 18–30.

Scope

• Applied 5Cs and 7Ps
• Defined a premium, occasion-based functional beverage position
• Evaluated customers, competitors, channels, pricing, and promotional logic
• Developed a 90-day launch direction and six-slide presentation structure

Outcome

Produced a coherent positioning and launch concept that linked audience, consumption occasion, product benefits, competitive differentiation, and early-stage execution. Completion of the final course submission and any grade were not verified.

Evidence: Project record reviewed. Portfolio treatment: Supporting. Academic disclosure: Academic concept-development exercise for a fictional brand; not a commercial launch or client project.

Role & context

Individual student acting as a simulated information-systems and generative-AI advisor.

Fourteen-part academic consulting simulation for a small fictional organic pet store with one full-time and three part-time employees and a $7,000 information-systems budget.

Scope

• Business naming, brand framing, and generative-AI prompt design
• Geodemographic research and target-market interpretation
• Social-media, ethical, privacy, copyright, and legal considerations
• Information-system selection within a $7,000 budget
• Internet-service-provider comparison for ZIP code 53716
• Cybersecurity controls and e-commerce prototype concepts
• Press release and operating-decision support
• Point-of-sale process, change management, supply chain, and reflection
• Fourteen assignment tasks assembled into Word/PDF/PPT working outputs

Outcome

Connected generative-AI use with practical small-business systems decisions, security, e-commerce, operations, and responsible-use considerations. The project record notes that actual prompts and outputs still needed to be inserted into the template, so the package should not be called a finalized submission without checking the final file.

Evidence: Project record reviewed; working Word, PDF, and presentation package documented. Portfolio treatment: Flagship after final-file review. Academic disclosure: Individual academic simulation. The pet store was fictional; recommendations were not delivered to or implemented by a real business.

Role & context

Individual student researcher and writer.

Information Systems in Management assignment analyzing how Coca-Cola uses technology to support competitive advantage.

Scope

• Approximately three pages of body content, plus cover and bibliography
• Stayed below a six-page limit
• Eight competitive-advantage methods
• At least two technology examples per method, for sixteen mapped examples
• Connected information systems to operations, customers, suppliers, products, decisions, and strategic positioning

Outcome

Produced a structured company analysis that translated course frameworks into concrete technology examples. The working draft is documented; final submission status and official grade are not.

Evidence: Project record reviewed; working written draft documented. Portfolio treatment: Supporting. Academic disclosure: Individual academic analysis based on public information. Coca-Cola was not an employer, sponsor, or client.

Role & context

Individual student researcher, information designer, and writer.

Assignment translating information-systems topics into concise, visually organized educational content.

Scope

• Cover plus three topic pages
• Artificial intelligence
• Cloud computing
• Information security
• Definitions, business relevance, examples, benefits, risks, and source material

Outcome

Organized three broad technology topics into an accessible infographic-ready package.

Evidence: Project record reviewed; Word/PDF content package documented. Portfolio treatment: Supporting. Academic disclosure: Individual academic communication project; not commissioned educational or corporate design work.

Role & context

Individual student Salesforce learner and configuration analyst, if completed.

Salesforce Developer Edition lab sequence covering application setup, records, reports, charts, dashboards, validation, redundancy, and data modeling.

Scope

• Labs 1A, 1B, and 2A
• 90 total course points
• Developer Edition environment
• App and pitch records
• Reports, charts, and dashboard
• Data validation, redundancy, and data-model concepts
• Grader certificates required as completion evidence

Outcome

A detailed completion roadmap was created, certificates or completed lab environment are available. Salesforce implementation proficiency and completed labs.

Evidence: Assignment and implementation roadmap mapped. Portfolio treatment: [not specified in source — confirm before publishing]. Academic disclosure: Confirmed academic lab sequence; completion verified.

Role & context

Individual student data analyst using Excel.

Business-statistics exercises converting categorical and quantitative student data into tables and visualizations.

Scope

• T-shirt size-by-color contingency table and heatmap
• Validation of a specific observation: size M / red with value 109
• Midterm-versus-final scatterplot for 32 students
• Axes standardized from 0 to 120
• Spreadsheet formatting and chart interpretation

Outcome

Produced Excel-ready summaries that showed the relationship between categorical preferences and between two quantitative score variables. The record documents generated workbooks, but not a course grade.

Evidence: Project record reviewed; Excel outputs documented. Portfolio treatment: Supporting. Academic disclosure: Individual academic data-analysis exercise using supplied class data; no external client or operational decision.

Role & context

Individual student data analyst using Excel.

Introductory statistics assignment organizing nominal data into raw-data and frequency-distribution worksheets.

Scope

• 30 observations
• Academic major as a nominal variable
• Separate raw-data and frequency-summary sheets
• Counts, proportions, and percentages
• Management identified as 5 of 30 observations, or 16.67%

Outcome

Created a clean categorical frequency distribution and interpreted the sample as relatively even across majors rather than dominated by one category.

Evidence: Project record reviewed; workbook structure documented. Portfolio treatment: Supporting. Academic disclosure: Individual academic Excel exercise using supplied data.

Role & context

Individual student project planner and analyst unless team participation is later documented.

Comprehensive academic project-management case for planning a conveyor-system implementation. This was a planning simulation, not a system the student built or installed.

Scope

• Work-breakdown structure and activity network
• Schedule, Gantt chart, critical path, and slack
• Resource assignment and leveling
• Budget, time-phased cash flow, and revised cost outlook
• Stakeholders, risk register, earned-value indicators, and status reporting

Outcome

Produced an integrated project-control package connecting scope, schedule, resources, cost, risk, stakeholders, and performance reporting. The revised forecast indicated a $25,080 increase over baseline. All dates, costs, and performance indicators belong to the academic case, not a real implementation.

Evidence: Project record reviewed; integrated planning package documented. Portfolio treatment: Flagship. Academic disclosure: Individual academic simulation; no physical conveyor system was installed and no organization retained the student as project manager.

Role & context

Individual student scheduler and project analyst.

Academic construction-scheduling case assessing whether a stadium project could meet an opening deadline and avoid delay penalties.

Scope

• Activity logic and network analysis
• Critical-path identification
• Deadline and schedule-margin assessment
• One-page Gantt presentation
• Interpretation of contractual timing exposure

Outcome

Calculated that the baseline plan finished 40 days before the stated deadline, providing schedule protection against the case's delay penalty. ProjectLibre execution was not directly verified, so claim the schedule analysis and Gantt—not software-specific completion—unless the native file is supplied.

Evidence: Project record reviewed; schedule analysis documented. Portfolio treatment: Flagship or strong supporting project. Academic disclosure: Academic case analysis; not a real stadium engagement, contract decision, or realized financial saving.

Role & context

Individual student project planner.

Academic exercise decomposing a community 5K event into manageable work packages.

Scope

• Eight top-level branches
• Three WBS levels
• Covered governance, route and permits, participants, volunteers, vendors, safety, promotion, and event-day/closeout work

Outcome

Produced a structured scope hierarchy that separated deliverables and responsibilities clearly enough to support later scheduling, budgeting, and assignment.

Evidence: Project record reviewed. Portfolio treatment: Supporting. Academic disclosure: Academic planning exercise; no claim that the student organized or operated a live race.

Role & context

Individual student risk analyst.

Academic project-risk exercise evaluating uncertainties in a proposed Alaska expansion.

Scope

• Seven identified risks
• 1–5 probability and impact scoring
• Prioritized response matrix
• Avoid, mitigate, transfer, accept, and contingency logic

Outcome

Converted qualitative uncertainty into a ranked risk register with owners or responses suitable for management review. The risks and responses were case recommendations, not observed outcomes.

Evidence: Project record reviewed. Portfolio treatment: Supporting. Academic disclosure: Individual academic case; not a live expansion or corporate risk engagement.

Role & context

Individual student decision analyst.

Academic project-selection case comparing seven film proposals against mandatory and preferred criteria.

Scope

• Seven proposals
• Must-have screening criteria
• Weighted want-criteria matrix
• Comparative recommendation table and written rationale

Outcome

Built a transparent selection framework that separated disqualifying requirements from weighted preferences. Later review identified two data issues—whether Year of Echo met the PG requirement and a missing ROI value for Keiko—so the final ranking should not be presented as definitive until those source fields are reconciled.

Evidence: Project record reviewed; working comparison documented; final decision needs source-data confirmation. Portfolio treatment: Supporting after reconciliation. Academic disclosure: Academic decision-modeling case; no real film was funded or selected.

Role & context

Group member on a term-paper exercise; exact individual contribution was not documented.

Academic group assignment applying activity-on-node scheduling and critical-path analysis.

Scope

• Eight activities
• Critical path A–B–C–D–G–H
• Total project duration of 13 time units
• One time unit of slack for activities E and F
• Network explanation and term-paper presentation

Outcome

Calculated the critical path, total duration, and noncritical slack, then translated the network logic into a written explanation. Do not claim sole authorship or diagram ownership without contribution evidence.

Evidence: Project record reviewed. Portfolio treatment: Supporting. Academic disclosure: Academic group exercise; not a live project schedule.

Role & context

Individual student experimenter, data recorder, and report writer.

Controlled biology investigation of how salt concentration affected radish-seed germination over seven days.

Scope

• Hypothesis and experimental design
• Control and treatment groups
• Daily germination observation
• Percentage comparison and graph planning
• APA-style laboratory report

Outcome

Observed 10 of 10 seeds germinating in the 0% control and no germination in any saline treatment, supporting a strong negative relationship under the conditions tested. The report draft still contained a placeholder for a class-average graph, so it should be described as a completed experiment with a draft report unless the final graph is supplied.

Evidence: Project record reviewed; experimental data and report draft documented. Portfolio treatment: Flagship science project after final report review. Academic disclosure: Individual academic experiment. Results apply only to this small classroom setup and should not be generalized beyond it.

Role & context

Individual student observer, writer, photographer, and multimedia storyteller.

Environmental-science field assignment documenting a personally selected outdoor observation location and changes over time, including a winter update.

Scope

• Approximately 270-word narration
• Approximately two-minute planned runtime
• Ten-scene visual sequence
• 16:9 editable presentation
• Student photographs and field notes
• Seasonal change and personal reflection

Outcome

Turned repeated field observations into a concise visual narrative connecting place, seasonal change, ecological attention, and personal learning. The editable presentation is documented.

Evidence: Project record reviewed; narration and editable presentation documented; final video verified. Visit: https://youtu.be/DqNJImsDVC4?si=Z92Vkn35-dPh8AlD Portfolio treatment: Flagship multimedia project after final-video review. Academic disclosure: Individual academic field-observation story, not a commissioned environmental film.

Role & context

Individual student researcher and writer.

Environmental-science assignment examining cumulative environmental burdens and community advocacy in Metro Detroit.

Scope

• Approximately 260-word written analysis
• MiEJScreen mapping context
• Marathon refinery and surrounding cumulative impacts
• Detroiters Working for Environmental Justice
• Michigan Environmental Justice Coalition
• Supporting public-interest reporting and resource links

Outcome

Connected mapped environmental indicators with industrial exposure, cumulative burden, and community-led advocacy.

Evidence: Project record reviewed; written draft documented. Portfolio treatment: Supporting. Academic disclosure: Individual academic research using public sources; not work performed for the named organizations or communities.

Role & context

Individual student writer and synthesizer.

End-of-course reflective portfolio connecting scientific concepts, field activities, and environmental responsibility.

Scope

• Drinking-water and tap-water regulation
• Aquifers and groundwater
• PET plastic and ocean pollution
• Campus-lake food web
• Solo Spot and Hidden Lake observations
• Environmental justice and personal stewardship

Outcome

Integrated multiple course units into a single learning narrative about systems, place, public health, and stewardship. The generated draft may exceed the two-page target and should be checked against the submitted version before publication.

Evidence: Project record reviewed; reflection draft documented. Portfolio treatment: Supporting. Academic disclosure: Individual academic reflection; outcomes are learning claims, not professional environmental work.

Role & context

Individual student observer and worksheet analyst.

Biology laboratory exercise using instructional video evidence to examine photosynthesis-related observations.

Scope

• Video-guided observation
• Structured questions and written interpretations
• Word-based laboratory worksheet

Outcome

Completed an observation-and-analysis worksheet connecting visible evidence to photosynthesis concepts. No independent wet-lab setup or original experimental dataset was documented.

Evidence: Project record reviewed; video-based worksheet documented. Portfolio treatment: Archive / supporting lab evidence. Academic disclosure: Video-based academic lab exercise; do not describe it as an independently conducted experiment.

Role & context

Individual student observer and biological illustrator.

Cell-biology exercise comparing plant, protist, and human cell structures through supplied imagery and video.

Scope

• Elodea cells
• Pelomyxa or amoeba
• Paramecium
• Human epithelial cells
• Comparative observations and drawing guidance

Outcome

Compared visible cell structures and organismal differences across several specimens and prepared labeled observations. The work relied on supplied visual material rather than student-operated microscopy.

Evidence: Project record reviewed; image/video-based worksheet documented. Portfolio treatment: Archive / supporting lab evidence. Academic disclosure: Image/video-based academic microscopy exercise; not independent laboratory research.

Role & context

Individual student completing a physiology interpretation exercise.

Cardiovascular worksheet comparing resting and post-exercise measures.

Scope

• Resting blood pressure and heart rate
• Post-exercise heart-rate comparison
• Interpretation of expected physiological change
• Typical values used in the working response, including approximately 118/76 mmHg, 72 bpm at rest, and 108 bpm after exercise

Outcome

Explained the expected cardiovascular response to activity. The working values were realistic examples, not verified personal measurements, so they must never be represented as collected experimental data.

Evidence: Project record reviewed; worksheet content documented with proxy values. Portfolio treatment: Archive. Academic disclosure: Academic worksheet using proxy values; not a personal health assessment or independently collected dataset.

Role & context

Individual student researcher and comparative analyst.

Biology survey organizing animal diversity by major phyla and arthropod classes.

Scope

• Eight animal phyla
• Six arthropod classes
• Comparison table
• Morphology, body plan, habitat, adaptation, and classification questions

Outcome

Produced a structured comparison that made similarities and differences across major animal groups easier to interpret.

Evidence: Project record reviewed; Word deliverable documented. Portfolio treatment: Supporting. Academic disclosure: Individual academic taxonomy and comparison exercise; not field or laboratory research.

Role & context

Individual student researcher, commentator, and media analyst.

Series of related environmental-science responses on water conflict, Indigenous rights, conservation, business responsibility, and stewardship.

Scope

• Klamath Basin "top ten" issue synthesis
• Podcast and Indigenous-rights reflection
• Article annotation and evidence extraction
• Our Planet: Our Business analysis
• Connections among policy, ecology, communities, and business conduct

Outcome

Demonstrated repeated synthesis of environmental cases across scientific, social, ethical, and economic dimensions. These are best presented as one themed coursework series rather than inflated into several standalone projects.

Evidence: Project record reviewed across multiple short assignments. Portfolio treatment: Supporting as a grouped series, not as many separate projects. Academic disclosure: Individual academic media and case analysis using published sources; not advocacy or consulting performed for the featured organizations.

Role & context

Individual student philosophical analyst and writer.

Applied philosophy assignment interpreting artificial intelligence through three political-philosophy frameworks.

Scope

• Marx: automation, labor, ownership, and class power
• Rawls: justice, liberty, fairness, and distribution
• Hobbes: regulation, security, authority, and a possible "digital Leviathan"
• Comparison of competing ethical and political conclusions

Outcome

Produced a cross-framework analysis showing that the same technology can be judged differently depending on assumptions about power, justice, liberty, and social order.

Evidence: Project record reviewed. Portfolio treatment: Supporting. Academic disclosure: Individual academic argument; not an AI-governance policy engagement.

Role & context

Individual student reader, argument mapper, and writer.

Series of short philosophy analyses rather than one capstone project.

Scope

• Descartes on doubt and knowledge
• Locke, Berkeley, and Hume on perception and empiricism
• Ryle on mind and category mistakes
• Nagel on consciousness and subjective experience
• Hobbes and Marx on society, order, and power
• Short discussions identifying premises, conclusions, objections, and implications

Outcome

Developed repeated practice in reconstructing arguments, comparing positions, and writing concise philosophical responses. Present as a writing series, not as a single large research project.

Evidence: Project record reviewed across multiple short assignments. Portfolio treatment: Supporting as a grouped writing series. Academic disclosure: Individual academic coursework based on assigned readings.

Role & context

Individual student economic analyst advising a fictional governor.

Managerial-economics case evaluating cigarette demand, tax-induced price changes, elasticity, and total revenue in the fictional state of East Dakota.

Scope

• Demand equation: Q = 30 − 1.25P
• Starting price of $8
• $1 price increments
• Quantity expressed in millions of packs
• Demand and total-revenue graphs
• One-page report plus Excel model
• Elastic, unit-elastic, and inelastic regions

Outcome

Identified unit elasticity at a price of $12 and quantity of 15 million packs, where modeled total revenue was $180 million. Classified demand as inelastic below $12 and elastic above $12, then translated the result into a policy-oriented recommendation. These are model outputs, not observed tax receipts or public-health effects.

Evidence: Project record reviewed; report and Excel analysis documented. Portfolio treatment: Flagship. Academic disclosure: Individual academic simulation for a fictional government; not public-sector consulting or policy advice.

Role & context

Individual student reader and behavioral-economics writer, if independently completed.

Short written analysis of social influence and consumer behavior based on assigned pages 53–71.

Scope

• Approximately one page
• Informational influence versus peer pressure
• Conformity and the spotlight effect
• Priming and mere-measurement effects
• MLA citation expectations

Outcome

The planned response connected multiple behavioral mechanisms to "herd" behavior and consumer decisions.

Role & context

Team member and contributing financial analyst.

Corporate-finance team project comparing Cisco Systems with Arista Networks using multiyear financial statements, ratios, stock performance, capital returns, and strategic events.

Scope

• Income statement, balance sheet, and cash-flow statement
• Horizontal and common-size analysis
• Profitability, liquidity, activity, leverage, market, and DuPont ratios
• Stock-price performance and shareholder-return context
• Dividends, repurchases, payout policy, and capital structure
• Strategic acquisition discussion, including Splunk
• Comparative strengths, risks, and conclusion

Outcome

Produced a multiyear comparison that characterized Cisco as a mature, cash-generative company with stability and shareholder returns but softer profitability after fiscal 2023 and higher leverage, while Arista offered stronger growth with a different risk profile. The conclusion was an academic comparison, not a recommendation to buy or sell securities.

Evidence: Project record reviewed; nine-tab Cisco workbook, stock analysis, and team presentation script documented. Portfolio treatment: Flagship after contribution details are added. Academic disclosure: Academic team analysis using public information. Cisco and Arista were not employers, clients, or sponsors. No investment return was promised or realized through the project.