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BBA in Finance

verdict slip · printed 1 Aug 2026 · sources on every line

how to read this slip
stays humanthe evidence says this stays human led
with AIdone faster with AI in the loop: still needs you
shiftingthe evidence says AI already reaches this one
no data yetno source covers it yet, so we don't guess

STAYS HUMAN27
with AI43
shifting16
no data yet (no source, no guess)2
tasks charted · feeds 12 jobs86
of 86 charted tasks: 27 stay human · 43 run with AI in the loop · 16 are shifting. 2 more are no data yet: no source, no guess. counts only: we don't do scores.

Financial Analyst[feeds: source]
Drawing charts and graphs using spreadsheets to illustrate technical reportswith AI

"Working with AI: Measuring the Occupational Implications of Generative AI" (2025-12) · dated 2025-12.

open source ↗
Monitoring fundamental economic, industrial, and corporate developments by analyzing financial publications, agency filings, and trade sourceswith AI

"Working with AI: Measuring the Occupational Implications of Generative AI" (2025-12) · dated 2025-12.

open source ↗
Developing and maintaining client relationshipsstays human

O*NET OnLine occupation profiles (task + detail pages) · dated 2026-07.

open source ↗
Creating and delivering client presentations of plan detailsstays human

O*NET OnLine occupation profiles (task + detail pages) · dated 2026-07.

open source ↗
Recommending investments and investment timing to clients or firm staffwith AI

AI at Work Report 2025 (2025-09) · dated 2025-09.

open source ↗
Supervising, training, or mentoring junior team membersstays human

O*NET OnLine occupation profiles (task + detail pages) · dated 2026-07.

open source ↗
Employing financial models to assess the financial or capital impact of transactionsno data yet

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Budget Analyst[feeds: source]
Analyzing monthly department budgeting and accounting reports to maintain expenditure controlswith AI

"Working with AI: Measuring the Occupational Implications of Generative AI" (2025-12) · dated 2025-12.

open source ↗
Compiling and analyzing accounting records to determine financial resources required for a programwith AI

"Working with AI: Measuring the Occupational Implications of Generative AI" (2025-12) · dated 2025-12.

open source ↗
Performing cost-benefit analyses to compare operating programs or explore alternative financing methodswith AI

"Working with AI: Measuring the Occupational Implications of Generative AI" (2025-12) · dated 2025-12.

open source ↗
Testifying before examining and fund-granting authorities to clarify and promote proposed budgetsstays human

O*NET OnLine occupation profiles (task + detail pages) · dated 2026-07.

open source ↗
Consulting with managers to ensure budget adjustments align with program changesstays human

O*NET OnLine occupation profiles (task + detail pages) · dated 2026-07.

open source ↗
Examining budget estimates for completeness, accuracy, and conformance with procedures and regulationsno data yet

"Working with AI: Measuring the Occupational Implications of Generative AI" (2025-12) · dated 2025-12.

open source ↗
Chief Executives[feeds: source]
usually via further study
Direct or coordinate an organization's financial or budget activities to fund operations, maximize investments, or increase efficiency.stays human

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Appoint department heads or managers and assign or delegate responsibilities to them.stays human

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Analyze operations to evaluate performance of a company or its staff in meeting objectives or to determine areas of potential cost reduction, program improvement, or policy change.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Direct, plan, or implement policies, objectives, or activities of organizations or businesses to ensure continuing operations, to maximize returns on investments, or to increase productivity.stays human

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Prepare budgets for approval, including those for funding or implementation of programs.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Confer with board members, organization officials, or staff members to discuss issues, coordinate activities, or resolve problems.stays human

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Implement corrective action plans to solve organizational or departmental problems.shifting

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Direct human resources activities, including the approval of human resource plans or activities, the selection of directors or other high-level staff, or establishment or organization of major departments.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
General and Operations Managers[feeds: source]
Review financial statements, sales or activity reports, or other performance data to measure productivity or goal achievement or to identify areas needing cost reduction or program improvement.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Direct and coordinate activities of businesses or departments concerned with the production, pricing, sales, or distribution of products.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Direct administrative activities directly related to making products or providing services.stays human

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Prepare staff work schedules and assign specific duties.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Monitor suppliers to ensure that they efficiently and effectively provide needed goods or services within budgetary limits.stays human

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Direct or coordinate financial or budget activities to fund operations, maximize investments, or increase efficiency.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Establish or implement departmental policies, goals, objectives, or procedures in conjunction with board members, organization officials, or staff members.shifting

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Perform personnel functions, such as selection, training, or evaluation.stays human

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Business Teachers, Postsecondary[feeds: source]
usually via further study
Prepare and deliver lectures to undergraduate or graduate students on topics such as financial accounting, principles of marketing, and operations management.stays human

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Evaluate and grade students' class work, assignments, and papers.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Initiate, facilitate, and moderate classroom discussions.stays human

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Prepare course materials, such as syllabi, homework assignments, and handouts.shifting

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Keep abreast of developments in the field by reading current literature, talking with colleagues, and participating in professional organizations and conferences.stays human

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Plan, evaluate, and revise curricula, course content, and course materials and methods of instruction.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Maintain student attendance records, grades, and other required records.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Conduct research in a particular field of knowledge and publish findings in professional journals, books, or electronic media.shifting

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Compensation, Benefits, and Job Analysis Specialist[feeds: source]
Evaluate job positions, determining classification, exempt or non-exempt status, and salary.stays human

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Ensure company compliance with federal and state laws, including reporting requirements.stays human

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Prepare occupational classifications, job descriptions, and salary scales.shifting

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Provide advice on the resolution of classification and salary complaints.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Research job and worker requirements, structural and functional relationships among jobs and occupations, and occupational trends.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Advise managers and employees on state and federal employment regulations, collective agreements, benefit and compensation policies, personnel procedures, and classification programs.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Perform multifactor data and cost analyses that may be used in areas such as support of collective bargaining agreements.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Prepare reports, such as organization and flow charts and career path reports, to summarize job analysis and evaluation and compensation analysis information.shifting

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Financial Managers[feeds: source]
Establish and maintain relationships with individual or business customers or provide assistance with problems these customers may encounter.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Oversee the flow of cash or financial instruments.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Plan, direct, or coordinate the activities of workers in branches, offices, or departments of establishments, such as branch banks, brokerage firms, risk and insurance departments, or credit departments.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Recruit staff members.stays human

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Evaluate data pertaining to costs to plan budgets.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Oversee training programs.stays human

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Credit Analyst[feeds: source]
Analyze credit data and financial statements to determine the degree of risk involved in extending credit or lending money.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Complete loan applications, including credit analyses and summaries of loan requests, and submit to loan committees for approval.shifting

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Generate financial ratios, using computer programs, to evaluate customers' financial status.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Prepare reports that include the degree of risk involved in extending credit or lending money.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Analyze financial data, such as income growth, quality of management, and market share to determine expected profitability of loans.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Compare liquidity, profitability, and credit histories of establishments being evaluated with those of similar establishments in the same industries and geographic locations.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Consult with customers to resolve complaints and verify financial and credit transactions.shifting

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Loan Officers[feeds: source]
Analyze applicants' financial status, credit, and property evaluations to determine feasibility of granting loans.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Meet with applicants to obtain information for loan applications and to answer questions about the process.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Approve loans within specified limits, and refer loan applications outside those limits to management for approval.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Explain to customers the different types of loans and credit options that are available, as well as the terms of those services.shifting

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Handle customer complaints and take appropriate action to resolve them.shifting

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Market bank products to individuals and firms, promoting bank services that may meet customers' needs.shifting

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Chief Sustainability Officers[feeds: source]
usually via further study
Monitor and evaluate effectiveness of sustainability programs.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Develop or execute strategies to address issues such as energy use, resource conservation, recycling, pollution reduction, waste elimination, transportation, education, and building design.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Develop, or oversee the development of, sustainability evaluation or monitoring systems.stays human

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Supervise employees or volunteers working on sustainability projects.stays human

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Develop sustainability reports, presentations, or proposals for supplier, employee, academia, media, government, public interest, or other groups.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Develop, or oversee the development of, marketing or outreach media for sustainability projects or events.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Identify and evaluate pilot projects or programs to enhance the sustainability research agenda.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Create and maintain sustainability program documents, such as schedules and budgets.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Treasurers and Controllers[feeds: source]
Evaluate needs for procurement of funds and investment of surpluses and make appropriate recommendations.shifting

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Delegate authority for the receipt, disbursement, banking, protection, and custody of funds, securities, and financial instruments.stays human

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Develop and maintain relationships with banking, insurance, and external accounting personnel to facilitate financial activities.stays human

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Monitor financial activities and details, such as cash flow and reserve levels, to ensure that all legal and regulatory requirements are met.stays human

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Receive, record, and authorize requests for disbursements in accordance with company policies and procedures.stays human

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Develop internal control policies, guidelines, and procedures for activities, such as budget administration, cash and credit management, and accounting.shifting

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Coordinate and direct the financial planning, budgeting, procurement, or investment activities of all or part of an organization.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Receive cash and checks and make deposits.stays human

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Investment Fund Managers[feeds: source]
usually via further study
Manage investment funds to maximize return on client investments.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Select specific investments or investment mixes for purchase by an investment fund.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Monitor financial or operational performance of individual investments to ensure portfolios meet risk goals.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Select or direct the execution of trades.stays human

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Develop or implement fund investment policies or strategies.shifting

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Perform or evaluate research, such as detailed company or industry analyses, to inform financial forecasting, decision making, or valuation.shifting

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Present investment information, such as product risks, fees, or fund performance statistics.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Develop, implement, or monitor security valuation policies.shifting

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗

the delta: what moves your picture
#1 Rebuilding an AI-drafted performance or findings report from the underlying data before it goes to a decision-maker
In BBA in Finance's own task ledger, Chief Executives' "Analyze operations to evaluate performance of a company or its staff in…" rates augmented and General and Operations Managers' "Review financial statements, sales or activity reports, or other performance…" rates augmented; 3 of the 4 matched rows here rate augmented and 1 rates exposed. Rebuilding the headline figures yourself is what keeps a findings report something a decision-maker can act on without a second check. first step: Google Sheets Help: Create, edit, and format a report from raw data (pivot tables) · free · ~15 min
#2 Directing AI to draft investment research or a fund strategy note, then verifying the underlying company or market data
Among BBA in Finance's matched ledger rows, Credit Analyst's "Generate financial ratios, using computer programs, to evaluate customers'…" rates augmented and Investment Fund Managers' "Develop or implement fund investment policies or strategies" rates exposed; 2 of the 4 matched rows here rate augmented and 2 rate exposed. Checking a cited company or market figure against the actual filing is what keeps investment research defensible before it informs an allocation. first step: SEC Investor.gov: Introduction to Investing (free, official) · free · ~15 min
#3 Checking AI-drafted client-facing financial presentations against the real fee schedule and valuation policy before sharing
Looking at the roles BBA in Finance feeds into, Credit Analyst's "Complete loan applications, including credit analyses and summaries of loan…" rates exposed and Investment Fund Managers' "Select specific investments or investment mixes for purchase by an investment…" rates augmented; 2 of the 4 matched rows here rate augmented and 2 rate exposed. Checking every number against the fund's real fee schedule and valuation policy is what keeps a client presentation safe to share. first step: SEC Investor.gov: Understanding Fees (free, official) · free · ~12 min
* THE HONESTY BOX
“not cooked” ≠ “nothing changes.” 43 of your 86 charted tasks already run with AI in the loop, and 2 tasks have no source at all: marked unlisted, not estimated. this slip shows only what we could source; where studies disagree, we print both. nobody can promise outcomes; anyone who does is selling something.

Task-level AI evidence on this page is largely US-scoped research; local pay and market context differ.
chartmypath.io/AICookedMyDegree · no account · results private by default
check your own major → /AICookedMyDegree