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Office & Administrative Support

Bookkeeping, Accounting, and Auditing Clerks

87%High Risk

Summary

This role faces high automation risk because software now handles data entry, reconciliations, and report generation with minimal human input. While routine ledger maintenance and mathematical checks are easily digitized, human oversight remains essential for navigating complex regulatory compliance and physical cash management. The profession will shift from manual processing toward an analytical role focused on auditing AI outputs and managing financial exceptions.

Scored by Gemini 3.1 Pro·How does scoring work?

The AI Jury

ClaudeFair

The Diplomat

This role is essentially a checklist of tasks that AI and automation handle better than humans; the 87% score is honest, perhaps even slightly generous given how thoroughly software already does this work.

85%
GrokToo Low

The Chaos Agent

Bookkeepers fiddling with figures? AI's already outcrunching humans on every ledger line. 87's delusional; this desk job's doomed at 95.

95%
DeepSeekToo High

The Contrarian

Regulatory labyrinths and exception handling will preserve human oversight; AI creates audit complexity clerks will manage, not eliminate.

75%
ChatGPTFair

The Optimist

Core bookkeeping is prime automation territory, but people still matter when exceptions, compliance, and messy real-world records show up. The job shrinks, then shifts.

84%

Task-by-Task Breakdown

Operate 10-key calculators, typewriters, and copy machines to perform calculations and produce documents.
98

The physical operation of calculators and typewriters has largely been replaced by digital spreadsheets and automated document generation.

Compare computer printouts to manually maintained journals to determine if they match.
98

This task relies on outdated manual processes; digital systems natively ensure data consistency without needing printout comparisons.

Transfer details from separate journals to general ledgers or data processing sheets.
98

Modern ERPs and accounting systems automatically post sub-ledger details to the general ledger in real-time.

Prepare trial balances of books.
98

Trial balances are generated instantly and automatically by any modern accounting software at the click of a button.

Check figures, postings, and documents for correct entry, mathematical accuracy, and proper codes.
95

Automated validation rules and AI anomaly detection can perform mathematical checks and code verification with near-perfect accuracy.

Perform financial calculations, such as amounts due, interest charges, balances, discounts, equity, and principal.
95

Standard financial calculations are deterministic and natively handled by existing accounting software without human intervention.

Debit, credit, and total accounts on computer spreadsheets and databases, using specialized accounting software.
95

The mechanical process of debiting, crediting, and totaling accounts is natively automated by all accounting software.

Match order forms with invoices, and record the necessary information.
92

AI-powered OCR and RPA tools routinely perform automated 3-way matching between purchase orders, receipts, and invoices.

Monitor status of loans and accounts to ensure that payments are up to date.
92

Automated aging reports and AI-driven dunning systems continuously monitor accounts and trigger alerts or automated follow-ups.

Calculate, prepare, and issue bills, invoices, account statements, and other financial statements according to established procedures.
92

Automated accounts receivable systems generate, calculate, and email invoices and statements on predefined schedules.

Compile statistical, financial, accounting, or auditing reports and tables pertaining to such matters as cash receipts, expenditures, accounts payable and receivable, and profits and losses.
92

Modern financial systems feature real-time dashboards and automated reporting modules that compile these statistics instantly.

Classify, record, and summarize numerical and financial data to compile and keep financial records, using journals and ledgers or computers.
90

AI tools seamlessly ingest, classify, and summarize financial data into ledgers with minimal human input.

Calculate and prepare checks for utilities, taxes, and other payments.
90

Automated accounts payable systems schedule, calculate, and execute routine payments electronically.

Reconcile records of bank transactions.
90

Direct bank feeds combined with AI matching algorithms automate the vast majority of bank reconciliation tasks.

Code documents according to company procedures.
88

Machine learning models routinely classify and code invoices and receipts with high accuracy based on historical patterns.

Prepare purchase orders and expense reports.
88

AI expense management tools and automated procurement systems generate reports and POs directly from digital triggers and OCR scans.

Operate computers programmed with accounting software to record, store, and analyze information.
85

Modern accounting software already automates much of the recording and storing process through bank feeds, OCR, and AI categorization.

Reconcile or note and report discrepancies found in records.
85

AI matching algorithms automate the bulk of reconciliation, leaving only complex edge cases for human review.

Access computerized financial information to answer general questions as well as those related to specific accounts.
85

Natural language interfaces connected to ERPs can instantly retrieve and explain account-specific financial information.

Prepare and process payroll information.
85

Modern payroll platforms automate time-tracking integration, tax calculations, and disbursements, requiring humans mostly for edge cases.

Complete and submit tax forms and returns, workers' compensation forms, pension contribution forms, and other government documents.
85

Specialized compliance software automatically populates and electronically submits standard government and tax forms using existing financial data.

Calculate costs of materials, overhead, and other expenses, based on estimates, quotations and price lists.
85

Software systems automatically calculate and allocate costs and overhead based on predefined formulas and digital price lists.

Maintain inventory records.
85

Integrated inventory management systems automatically update records based on sales data, barcode scans, and digital purchase orders.

Perform general office duties, such as filing, answering telephones, and handling routine correspondence.
80

Routine correspondence and digital filing are easily managed by LLMs and automated workflows, though some complex calls need humans.

Compile budget data and documents, based on estimated revenues and expenses and previous budgets.
80

AI tools can rapidly aggregate historical data and generate baseline budget projections, leaving only strategic adjustments to humans.

Receive, record, and bank cash, checks, and vouchers.
70

Digital transactions are fully automated, but handling physical cash and paper checks still requires some manual intervention.

Prepare bank deposits by compiling data from cashiers, verifying and balancing receipts, and sending cash, checks, or other forms of payment to banks.
65

While the data reconciliation is easily automated, the physical handling and transportation of cash still require human effort.

Comply with federal, state, and company policies, procedures, and regulations.
60

While AI can monitor transactions against regulatory rules, ultimate compliance accountability and nuanced interpretation require human judgment.