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BBA in Accounting

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 HUMAN7
with AI14
shifting6
no data yet (no source, no guess)1
tasks charted · feeds 4 jobs27
of 27 charted tasks: 7 stay human · 14 run with AI in the loop · 6 are shifting. 1 more are no data yet: no source, no guess. counts only: we don't do scores.
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 ↗
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 ↗
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 ↗
Accountants and Auditors[feeds: source]
Prepare, examine, or analyze accounting records, financial statements, or other financial reports to assess accuracy, completeness, and conformance to reporting and procedural standards.with AI

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

open source ↗
Prepare detailed reports on audit findings.shifting

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

open source ↗
Review accounts for discrepancies and reconcile differences.stays human

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

open source ↗
Confer with company officials about financial and regulatory matters.with AI

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

open source ↗
Supervise auditing of establishments, and determine scope of investigation required.stays human

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

open source ↗
Examine and evaluate financial and information systems, recommending controls to ensure system reliability and data integrity.shifting

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

open source ↗
Analyze business operations, trends, costs, revenues, financial commitments, and obligations to project future revenues and expenses or to provide advice.with AI

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

open source ↗
the delta: what moves your picture
#1 Directing AI to draft investment research or a fund strategy note, then verifying the underlying company or market data
In BBA in Accounting's own task ledger, Credit Analyst's "Generate financial ratios, using computer programs, to evaluate customers'…" rates augmented; all 2 matched rows here rate augmented. 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
#2 Using AI to draft or summarize financial statements fast, then tying every number back to the general ledger before it's certified or filed
Among BBA in Accounting's matched ledger rows, Accountants and Auditors' "Prepare, examine, or analyze accounting records, financial statements, or…" rates augmented; 1 of the 2 matched rows here rates augmented and 1 rates exposed. Tying every number back to the general ledger is what keeps a financial statement worth certifying. first step: AccountingCoach: Financial Statements (free explanation) · free · ~15 min
#3 Using AI to flag expenditure variances fast, then checking each flagged line against the actual account ledger before reporting it as a control problem
Looking at the roles BBA in Accounting feeds into, Budget Analyst's "Analyzing monthly department budgeting and accounting reports to maintain…" rates augmented; all 2 matched rows here rate augmented. Checking a flagged variance against the ledger is what keeps a budget alert worth escalating. first step: Corporate Finance Institute: Budgeting: Overview and Steps in the Budgeting Process · free · ~15 min
* THE HONESTY BOX
“not cooked” ≠ “nothing changes.” 14 of your 27 charted tasks already run with AI in the loop, and 1 task has 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.
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