Computer-Use Agent Taxonomy中文
R14.04.01.02 · TASK CLASS

Audit testing & regulatory filings

Test controls, sample transactions and assemble regulatory filings.

20 project-authored proposals · taxonomy v1.1 · 0 new benchmark runs. Verifiers and partial-credit rules below are designs, not executed results.

Previous class address: R05.04.01.02 · Original proposal IDs are retained.

Typical applications
Excel · AuditBoard · regulator portals
Class GUI-need label
HY · Hybrid

Task proposals · 20

Expand to inspect the complete original wording and proposed checks. Original proposal text remains English in both interfaces.

R05.04.01.02-T01 Draw a seeded monetary-unit sample of 25 AP invoices in Excel

Original instruction

Excel workbook input/ap_population_fy26.xlsx (3,412 invoices). Per input/sampling_memo.pdf, draw a monetary-unit sample of 25 using systematic selection with interval = population total / 25 and random start 0.6180 x interval; list selected invoice IDs (top-stratum items selected once) on 'Sample' with cumulative amounts.

Platforms
mac · macOS win · Windows
Applications
Excel
Interfaces
desk · Desktop GUI
GUI need · task setting
HY · Hybrid
GUI need · ordinary access
CL · CLI-sufficient
Interaction primitives
click · Point & click type · Text & forms
Work product
WP02 · Records/table
Conditions
None declared
Proposed difficulty
2 / 5

Proposed verifier

Selected IDs equal key in order; interval and start cells equal key; cumulative-amount column is formula-driven (grader perturbs one amount and checks propagation).

Proposed partial credit

30% interval and start; 60% selected IDs; 10% formulas

R05.04.01.02-T02 Record test results and evidence for three controls in AuditBoard

Original instruction

AuditBoard test tenant, SOX module, FY2026 project. For controls REV-03, AP-07 and ITGC-12, attach the evidence files in input/evidence/, complete the test attribute steps per each control's test sheet (A-D), and set test conclusion 'Effective' where all attributes pass; REV-03 attribute C fails, so conclude 'Deficient' with a comment.

Platforms
web · Any OS (web)
Applications
AuditBoard
Interfaces
brow · Browser
GUI need · task setting
HY · Hybrid
GUI need · ordinary access
G2 · GUI-essential
Interaction primitives
click · Point & click type · Text & forms
Work product
WP08 · App/system state
Conditions
licensed · Licensed pro app
Proposed difficulty
2 / 5

Proposed verifier

AuditBoard export: 3 test records with attachments; attribute results and conclusions equal key; REV-03 comment present. AuditBoard API tokens are not issued to the agent; records must show the agent's web session in the activity log.

Proposed partial credit

30% evidence attached; 40% attributes recorded; 30% conclusions

R05.04.01.02-T03 Compute planning materiality from draft financial statements

Original instruction

Excel. input/draft_fs_fy26.pdf contains the draft income statement. Per input/materiality_policy.pdf, overall materiality is 5% of profit before tax from continuing operations, performance materiality 75% of overall, and clearly-trivial 5% of overall. Write the three amounts (rounded down to the nearest 1,000) to output/materiality.txt.

Platforms
mac · macOS win · Windows
Applications
Excel · Adobe Acrobat Reader
Interfaces
desk · Desktop GUI
GUI need · task setting
HY · Hybrid
GUI need · ordinary access
CL · CLI-sufficient
Interaction primitives
type · Text & forms
Work product
WP12 · Answer/decision
Conditions
None declared
Proposed difficulty
1 / 5

Proposed verifier

Three amounts equal key exactly; benchmark must exclude discontinued operations (decoy line).

Proposed partial credit

50% overall materiality; 25% performance; 25% trivial threshold

R05.04.01.02-T04 Run journal-entry risk criteria in IDEA and export exceptions

Original instruction

CaseWare IDEA (Windows). Import input/gl_fy26.csv (184k lines) with the given field definitions, then run criteria from input/je_testing_plan.pdf: entries posted on weekends, after the close date, round amounts >= 10,000 ending in 000, and by users not in the finance list. Export each exception set and a summary count table to output/je_exceptions.xlsx.

Platforms
win · Windows
Applications
IDEA · Excel
Interfaces
desk · Desktop GUI
GUI need · task setting
HY · Hybrid
GUI need · ordinary access
CL · CLI-sufficient
Interaction primitives
click · Point & click type · Text & forms
Work product
WP02 · Records/table
Conditions
licensed · Licensed pro app
Proposed difficulty
3 / 5

Proposed verifier

Exception sets equal key per criterion (entry-ID set equality); summary counts match; IDEA project history log must show the extractions (equations recorded).

Proposed partial credit

20% import with correct field types; 60% four exception sets (equal shares); 20% summary

R05.04.01.02-T05 Run a first-two-digits Benford test on disbursements

Original instruction

Excel or Galvanize ACL. input/disbursements_fy26.csv has 48,201 payments. Exclude amounts under 10.00, compute first-two-digit frequencies (10-99) vs Benford expectations, mean absolute deviation and its conformity class (Nigrini thresholds), and list the 3 digit pairs with highest z-statistic in output/benford.xlsx.

Platforms
mac · macOS win · Windows
Applications
Excel · Galvanize ACL
Interfaces
desk · Desktop GUI
GUI need · task setting
HY · Hybrid
GUI need · ordinary access
CL · CLI-sufficient
Interaction primitives
click · Point & click type · Text & forms code · Code & commands
Work product
WP02 · Records/table
Conditions
None declared
Proposed difficulty
3 / 5

Proposed verifier

Observed counts per pair equal key; MAD within 0.0001; conformity class exact; top-3 pairs equal key.

Proposed partial credit

40% observed frequencies; 30% MAD and class; 30% top z pairs

R05.04.01.02-T06 Three-way match a sample of 40 purchases and document attributes

Original instruction

Workpaper template input/wp_purchases.xlsx lists 40 sampled purchases; PDFs of POs, goods receipts and invoices are in input/docs/ (mixed scans). For each item, test attributes A (PO approved within limit), B (receipt qty = invoice qty), C (price matches PO), D (correct GL period), mark P/F, and summarize exceptions with projected misstatement.

Platforms
mac · macOS win · Windows
Applications
Excel · Adobe Acrobat Reader
Interfaces
desk · Desktop GUI
GUI need · task setting
G2 · GUI-essential
GUI need · ordinary access
CL · CLI-sufficient
Interaction primitives
click · Point & click type · Text & forms vis · Visual judgment multi · Cross-app
Work product
WP02 · Records/table
Conditions
multiapp · Multi-app long · Long-horizon
Proposed difficulty
3 / 5

Proposed verifier

Per-item attribute results equal key (160 cells, >= 97% for full credit); exception list and projected misstatement equal key. Agent VM has no terminal, Python or OCR tools and Excel macros are disabled, so source documents must be read in Acrobat and the workpaper saved by Excel (docProps/app.xml checked).

Proposed partial credit

60% attribute accuracy; 20% exceptions summarized; 20% projection

R05.04.01.02-T07 Tie bank confirmations to year-end reconciliations

Original instruction

Excel. input/confirms/ has 6 bank confirmation PDFs (one scanned) and input/bank_recs_fy26.xlsx has the client's reconciliations at 2026-09-30. Agree confirmed balances to the recs, investigate differences using the outstanding items list, and record agreed/unagreed status, differences and explanation per account on 'Tie-out'.

Platforms
mac · macOS win · Windows
Applications
Excel · Adobe Acrobat Reader
Interfaces
desk · Desktop GUI
GUI need · task setting
HY · Hybrid
GUI need · ordinary access
CL · CLI-sufficient
Interaction primitives
click · Point & click type · Text & forms vis · Visual judgment
Work product
WP02 · Records/table
Conditions
None declared
Proposed difficulty
3 / 5

Proposed verifier

Per-account confirmed balance, difference and status equal key; the one unexplained difference (key) is flagged; loan balance and covenant fields from confirms captured.

Proposed partial credit

50% balances agreed; 30% difference status; 20% loan/covenant fields

R05.04.01.02-T08 Find terminated users who still hold ERP access

Original instruction

SOX ITGC user-access review. input/erp_users.csv (role export), input/ad_disabled.csv and input/hr_terminations.xlsx. Identify users terminated on or before 2026-09-30 with active ERP access and any SoD conflicts per input/sod_matrix.xlsx, then log each finding as an issue in AuditBoard (test tenant) under control ITGC-04 with severity per rubric.

Platforms
web · Any OS (web) mac · macOS win · Windows
Applications
Excel · AuditBoard
Interfaces
brow · Browser desk · Desktop GUI
GUI need · task setting
HY · Hybrid
GUI need · ordinary access
HY · Hybrid
Interaction primitives
click · Point & click type · Text & forms multi · Cross-app
Work product
WP08 · App/system state
Conditions
licensed · Licensed pro app multiapp · Multi-app
Proposed difficulty
3 / 5

Proposed verifier

AuditBoard issues under ITGC-04 equal key set (user IDs), severities per rubric; no issues for users with name-only matches (decoy). AuditBoard API tokens are not issued to the agent; records must show the agent's web session in the activity log.

Proposed partial credit

50% finding set exact; 25% SoD conflicts identified; 25% issue severity

R05.04.01.02-T09 Fix Inline XBRL validation errors in a quarterly filing

Original instruction

input/q3_10q_ixbrl.zip is an Inline XBRL 10-Q that fails Arelle validation (EFM and calculation 1.1) with 5 errors: wrong context period on a duration fact, a sign error, a missing dei element, a calculation inconsistency and a duplicate fact. Fix them in the HTML (any editor) and save output/q3_10q_fixed.zip.

Platforms
lin · Linux mac · macOS win · Windows
Applications
Arelle · VS Code
Interfaces
term · Terminal desk · Desktop GUI
GUI need · task setting
CL · CLI-sufficient
GUI need · ordinary access
CL · CLI-sufficient
Interaction primitives
code · Code & commands
Work product
WP06 · Code/engineering
Conditions
None declared
Proposed difficulty
3 / 5

Proposed verifier

Arelle EFM + calc 1.1 validation returns zero errors; fact values unchanged except the 5 corrections; rendered HTML text unchanged.

Proposed partial credit

40% errors 1-2 fixed (half each); 40% errors 3-4 fixed (half each); 20% error 5 fixed

R05.04.01.02-T10 Import a trial balance and post adjustments in CaseWare Working Papers

Original instruction

CaseWare Working Papers 2025 (Windows). Create a file for 'Kestrel Metals FY26', import input/tb_fy26.xlsx, map accounts to the standard lead sheets per input/mapping_guide.pdf, post the 4 AJEs in input/aje.xlsx, and produce the adjusted lead schedule for Cash, AR and Inventory as PDF.

Platforms
win · Windows
Applications
CaseWare Working Papers · Excel
Interfaces
desk · Desktop GUI
GUI need · task setting
HY · Hybrid
GUI need · ordinary access
CL · CLI-sufficient
Interaction primitives
click · Point & click type · Text & forms
Work product
WP02 · Records/table
Conditions
licensed · Licensed pro app
Proposed difficulty
3 / 5

Proposed verifier

CaseWare file opened by grader: mapping codes per account equal key; 4 AJEs posted; adjusted balances on lead sheets equal key; PDFs generated from CaseWare. No automation SDK available to agent.

Proposed partial credit

20% import; 35% mapping; 25% AJEs; 20% lead schedules

R05.04.01.02-T11 Test an inventory count sample and project the misstatement

Original instruction

Excel. input/count_sheets/ (scanned tag sheets) and input/perpetual_2026-09-30.xlsx. For the 30 sampled SKUs listed on 'Sample', record counted vs book qty and unit cost, compute value differences, then project misstatement to the population using ratio estimation, and conclude against tolerable misstatement 85,000.

Platforms
mac · macOS win · Windows
Applications
Excel · Adobe Acrobat Reader
Interfaces
desk · Desktop GUI
GUI need · task setting
G2 · GUI-essential
GUI need · ordinary access
CL · CLI-sufficient
Interaction primitives
type · Text & forms vis · Visual judgment
Work product
WP02 · Records/table
Conditions
None declared
Proposed difficulty
3 / 5

Proposed verifier

Counted qty per SKU equal key (handwritten tags); differences and projected misstatement within 0.5% of key; conclusion matches key. Agent VM has no terminal, Python or OCR tools and Excel macros are disabled, so tags must be read in Acrobat and the workpaper saved by Excel (docProps/app.xml checked).

Proposed partial credit

40% counted quantities; 30% value differences; 20% projection; 10% conclusion

R05.04.01.02-T12 Recalculate depreciation for a fixed-asset sample and evaluate the variance

Original instruction

Excel. input/fa_register_fy26.xlsx (1,140 assets) and input/fa_policy.pdf (straight-line, half-year convention, useful lives by class, 5,000 capitalization threshold). For the 30 assets on 'Sample', recalculate FY26 depreciation and accumulated depreciation, compute differences vs the register, and flag any asset below threshold that was capitalized.

Platforms
mac · macOS win · Windows
Applications
Excel
Interfaces
desk · Desktop GUI
GUI need · task setting
HY · Hybrid
GUI need · ordinary access
CL · CLI-sufficient
Interaction primitives
click · Point & click type · Text & forms
Work product
WP02 · Records/table
Conditions
None declared
Proposed difficulty
3 / 5

Proposed verifier

Recalculated FY26 and accumulated depreciation per asset equal key to the cent; differences and flagged set equal key; total variance cell equals key.

Proposed partial credit

50% recalculations; 25% differences; 25% threshold flags

R05.04.01.02-T13 Complete a call-report loan schedule in a regulatory filing sandbox

Original instruction

FFIEC-style call report sandbox app (web). From input/loan_tape_2026-09-30.csv, classify loans per input/rc_c_instructions.pdf (real estate types, C&I, consumer, other), aggregate to Schedule RC-C Part I items, enter them, run the edit checks to zero validity errors and document quality-edit explanations. Save the draft; do not submit.

Platforms
web · Any OS (web)
Applications
Call report sandbox · Excel
Interfaces
brow · Browser
GUI need · task setting
HY · Hybrid
GUI need · ordinary access
HY · Hybrid
Interaction primitives
click · Point & click type · Text & forms multi · Cross-app
Work product
WP08 · App/system state
Conditions
risk · Irreversible/risky multiapp · Multi-app
Proposed difficulty
4 / 5

Proposed verifier

Sandbox DB: RC-C items equal key; validity edits pass; quality-edit explanations present for the key's 2 triggered edits; status draft (not submitted).

Proposed partial credit

40% item classification totals; 30% edits clean; 20% explanations; 10% not submitted

R05.04.01.02-T14 Test revenue cut-off around year end and quantify misstatement

Original instruction

Excel. input/cutoff/ has 20 sales invoices dated 2026-09-24 to 10-07 with bills of lading, carrier proofs of delivery and contract incoterms. Determine for each whether revenue belongs in FY26 or FY27 (control transfer per incoterm), compute the cut-off misstatement and proposed AJE, and fill input/wp_cutoff.xlsx.

Platforms
mac · macOS win · Windows
Applications
Excel · Adobe Acrobat Reader
Interfaces
desk · Desktop GUI
GUI need · task setting
G2 · GUI-essential
GUI need · ordinary access
CL · CLI-sufficient
Interaction primitives
type · Text & forms vis · Visual judgment multi · Cross-app
Work product
WP02 · Records/table
Conditions
None declared
Proposed difficulty
4 / 5

Proposed verifier

Per-invoice period conclusion equals key; misstatement amount and AJE lines equal key. Agent VM has no terminal, Python or OCR tools and Excel macros are disabled, so invoices and shipping documents must be read in Acrobat and the workpaper saved by Excel (docProps/app.xml checked).

Proposed partial credit

60% per-invoice conclusions; 25% misstatement; 15% AJE

R05.04.01.02-T15 Build and validate an ESEF annual-report package

Original instruction

input/esef_ar_2025.xhtml is an annual report with partial iXBRL tags. Tag the primary statements to the IFRS 2025 taxonomy, anchor every extension element to a wider IFRS element, mark the block-tagged notes, package as an ESEF report package (ZIP with META-INF) and validate with Arelle's ESEF plugin. Save output/esef_package.zip.

Platforms
lin · Linux mac · macOS win · Windows
Applications
Arelle · VS Code
Interfaces
term · Terminal desk · Desktop GUI
GUI need · task setting
HY · Hybrid
GUI need · ordinary access
CL · CLI-sufficient
Interaction primitives
code · Code & commands
Work product
WP06 · Code/engineering
Conditions
None declared
Proposed difficulty
4 / 5

Proposed verifier

Arelle ESEF validation: zero errors; primary-statement facts mapped to key concepts (>= 95%); all extensions anchored; package structure valid.

Proposed partial credit

40% statement tagging; 20% anchoring; 20% block tags; 20% clean validation

R05.04.01.02-T16 Compute broker-dealer net capital for a FOCUS Part II filing draft

Original instruction

FINRA eFOCUS-style sandbox (web). From input/bd_trial_balance.xlsx and input/haircut_schedule.pdf, compute net capital: deduct non-allowable assets, apply securities haircuts by category, compute aggregate indebtedness and minimum requirement, enter the computation in the FOCUS Part II form and save as draft without submitting.

Platforms
web · Any OS (web)
Applications
FOCUS sandbox · Excel
Interfaces
brow · Browser
GUI need · task setting
HY · Hybrid
GUI need · ordinary access
G2 · GUI-essential
Interaction primitives
click · Point & click type · Text & forms multi · Cross-app
Work product
WP08 · App/system state
Conditions
risk · Irreversible/risky multiapp · Multi-app
Proposed difficulty
4 / 5

Proposed verifier

Sandbox form values: non-allowables, haircuts, net capital, AI and excess net capital equal key; status draft.

Proposed partial credit

25% non-allowables; 30% haircuts; 30% net capital and excess; 15% draft only

R05.04.01.02-T17 Roll forward a quarterly report and tie it out in Workiva

Original instruction

Workiva test workspace. Roll forward the Q2 FY26 10-Q document to Q3: update period labels, link the statements to the new TB spreadsheet (input/tb_q3_fy26.xlsx imported to a Workiva sheet), update MD&A variance tables via links, and mark every linked amount tied. Leave the XBRL tags in place.

Platforms
web · Any OS (web)
Applications
Workiva · Excel
Interfaces
brow · Browser
GUI need · task setting
HY · Hybrid
GUI need · ordinary access
G2 · GUI-essential
Interaction primitives
click · Point & click type · Text & forms nav · Pan/zoom/scroll
Work product
WP01 · Document
Conditions
licensed · Licensed pro app long · Long-horizon
Proposed difficulty
4 / 5

Proposed verifier

Workiva export: all statement amounts are links (no hard-typed numbers) to the Q3 sheet with values equal key; period labels updated; XBRL facts' contexts roll to Q3; tie-out marks present. Workiva API not available to agent.

Proposed partial credit

30% roll forward of periods; 40% linked amounts correct; 20% XBRL contexts; 10% tie-out marks

R05.04.01.02-T18 Execute a SOX revenue-process control test end to end in AuditBoard

Original instruction

AuditBoard test tenant. For control REV-01 (credit approval before shipment), document the walkthrough from input/walkthrough_notes.docx, select 25 samples from input/rev_population.xlsx using the tool's random sampling with seed 2026, test each against attachments in input/rev_docs/, evaluate deficiencies per the severity rubric, and create issues.

Platforms
web · Any OS (web) mac · macOS win · Windows
Applications
AuditBoard · Excel
Interfaces
brow · Browser desk · Desktop GUI
GUI need · task setting
HY · Hybrid
GUI need · ordinary access
G2 · GUI-essential
Interaction primitives
click · Point & click type · Text & forms multi · Cross-app vis · Visual judgment
Work product
WP08 · App/system state
Conditions
licensed · Licensed pro app long · Long-horizon multiapp · Multi-app
Proposed difficulty
5 / 5

Proposed verifier

AuditBoard export: walkthrough narrative present; sample IDs equal key (seeded); per-sample results equal key; deficiency severity and issue records equal key. AuditBoard API tokens are not issued to the agent; records must show the agent's web session in the activity log.

Proposed partial credit

15% walkthrough; 20% sample; 45% per-sample results; 20% deficiency evaluation

R05.04.01.02-T19 Evaluate a summary of audit differences against materiality

Original instruction

Excel. input/sad_fy26.xlsx lists 14 identified misstatements (factual, judgmental, projected) with prior-year turnaround effects. Using input/materiality.txt, classify each, compute iron-curtain and rollover effects on income and equity, decide which must be corrected per input/policy.pdf, and prepare the AJE list and the summary memo table.

Platforms
mac · macOS win · Windows
Applications
Excel
Interfaces
desk · Desktop GUI
GUI need · task setting
HY · Hybrid
GUI need · ordinary access
CL · CLI-sufficient
Interaction primitives
click · Point & click type · Text & forms
Work product
WP02 · Records/table
Conditions
long · Long-horizon
Proposed difficulty
5 / 5

Proposed verifier

Classification and per-item correct/waive decisions equal key; iron-curtain and rollover totals within 1 unit; AJE lines equal key.

Proposed partial credit

30% classification; 30% iron-curtain and rollover; 25% decisions; 15% AJE list

R05.04.01.02-T20 Assemble a 10-K XBRL instance that passes EDGAR validation

Original instruction

input/10k_fy26/ has the HTML 10-K (no tags), the TB, and the prior-year XBRL. Produce an Inline XBRL 10-K: dei cover-page tags, primary statements and parentheticals tagged to US-GAAP 2026 taxonomy, calculation and presentation linkbases, and policy text blocks. Validate with Arelle EFM until no errors; stop before any EDGAR transmission.

Platforms
lin · Linux mac · macOS win · Windows
Applications
Arelle · VS Code · Excel
Interfaces
term · Terminal desk · Desktop GUI
GUI need · task setting
HY · Hybrid
GUI need · ordinary access
CL · CLI-sufficient
Interaction primitives
code · Code & commands
Work product
WP06 · Code/engineering
Conditions
long · Long-horizon
Proposed difficulty
5 / 5

Proposed verifier

Arelle EFM validation zero errors; dei facts exact; >= 95% of statement facts mapped to key concepts with correct contexts/units; calculation relationships consistent; no submission made.

Proposed partial credit

20% dei; 40% statement tagging; 20% linkbases; 20% clean validation

Mapped research references

Existing benchmark-to-class links from the research catalog. They are not record-level annotations, executions or product endorsements.

In this workflow family