TAXONOMY · TASK CLASSES
Task class directory
430 task classes in 15 realms; 8,600 project-authored task proposals. Each class has its own readable page.
Proposals and verification ideas are separate from imported benchmark definitions. These pages add no benchmark runs or record-level task classifications.
R01 Platform & System Operations
43 task classes
- R01.01.01.01 Appearance & desktop shell
- R01.01.01.02 Display, sound, input, voice & shortcuts
- R01.01.01.03 Attention, focus & power policy
- R01.01.01.04 Accounts, locale & default apps
- R01.01.01.05 Online account settings, privacy & 2FA
- R01.01.01.06 Application preferences & themes
- R01.01.02.01 Window layouts, desktops & displays
- R01.01.02.02 Screenshots, recordings & clipboard
- R01.02.01.01 Find & browse by attributes
- R01.02.01.02 Rule-based bulk organize & rename
- R01.02.01.03 Content-aware curation
- R01.02.01.04 Disks, volumes & storage cleanup
- R01.02.02.01 Cloud drives & network shares
- R01.03.01.01 GUI install, update & removal
- R01.03.01.02 Package managers & environment repair
- R01.04.01.01 Network, VPN & proxy configuration and testing
- R01.04.01.02 Peripherals & cross-device continuity
- R01.05.01.01 App privacy permissions
- R01.05.01.02 Protection, encryption & backup
- R01.05.01.03 Password manager (test vault)
- R01.05.02.01 Deceptive dialogs, phishing & injected instructions
- R01.05.02.02 Confirmation gates & human handoff
- R01.06.01.01 Visual automation builders
- R01.06.01.02 OS scripting & scheduled jobs
- R01.06.01.03 RPA bots & no-code integrations
- R01.06.01.04 Shell operations & system state queries
- R01.07.01.01 Performance, storage & log diagnosis
- R01.07.01.02 Connectivity & app configuration repair
- R01.08.01.01 Device policies & configuration profiles
- R01.08.01.02 Directory, identity & remote support
- R01.09.01.01 Accessibility settings
- R01.09.01.02 Screen-reader & keyboard-only operation
- R01.10.01.01 Tabs, profiles, history & site settings
- R01.10.01.02 Downloads, uploads & file dialogs
- R01.10.01.03 Pop-ups, consent walls & session interruptions
- R01.10.01.04 Complex web widgets
- R01.11.01.01 Home screen, notifications & quick settings
- R01.11.01.02 Runtime permissions, recents & split screen
- R01.11.01.03 On-device files & share sheet
- R01.11.02.01 Swipe, slider & picker precision
- R01.11.02.02 Long-press, selection & drag reordering
- R01.11.02.03 Pinch, rotate & map manipulation
- R01.11.03.01 Watch, foldable & tablet interactions
R02 Software Engineering
25 task classes
- R02.01.01.01 Issue resolution in a repository
- R02.01.01.02 Feature implementation & refactoring
- R02.01.01.03 Migration & modernization
- R02.01.02.01 Library or service from spec + tests
- R02.01.02.02 Reimplementation from behavior
- R02.02.01.01 Build & dependency repair
- R02.02.01.02 Test authoring, smoke tests & CI pipelines
- R02.02.01.03 Packaging, signing & release
- R02.02.01.04 Repository hosting & merge-request administration
- R02.03.01.01 Debugging & runtime inspection
- R02.03.01.02 Performance profiling & optimization
- R02.03.01.03 IDE & editor setup and operations
- R02.04.01.01 Design or screenshot to working page
- R02.04.01.02 Rebuild a site from browsing it
- R02.04.01.03 Visual front-end bug fixing
- R02.04.02.01 No-code builders & CMS block editors
- R02.05.01.01 Mobile app build & simulator testing
- R02.05.01.02 Desktop app & UI framework work
- R02.06.01.01 Firmware & microcontroller programming
- R02.06.01.02 RTL design & verification
- R02.07.01.01 Exploratory UI testing & bug reports
- R02.07.01.02 UI test automation
- R02.07.01.03 Accessibility audit & remediation
- R02.08.01.01 Node-graph & dataflow programming
- R02.08.01.02 Low-code app builders
R03 Data, AI & Infrastructure
29 task classes
- R03.01.01.01 Enterprise text-to-SQL
- R03.01.01.02 Database administration in GUI clients
- R03.01.02.01 ELT/ETL pipeline construction
- R03.01.02.02 Data cleaning & reconciliation at scale
- R03.02.01.01 Exploratory & statistical analysis
- R03.02.01.02 BI dashboard authoring
- R03.02.01.03 Reading dashboards & rendered charts
- R03.03.01.01 End-to-end ML engineering
- R03.03.01.02 Research reproduction & experiments
- R03.03.01.03 Model compression, conversion & inference optimization
- R03.03.02.01 Experiment tracking & model registry
- R03.04.01.01 Containers, orchestration & IaC
- R03.04.01.02 Incident diagnosis & remediation
- R03.04.01.03 Cloud console operations
- R03.04.01.04 Server & service configuration
- R03.05.01.01 CTF-style offensive challenges (lab)
- R03.05.01.02 Vulnerability reproduction & patching
- R03.05.01.03 SOC alert triage & SIEM investigation
- R03.05.01.04 Disk, memory & binary forensics
- R03.05.01.05 Hardening & compliance baselines
- R03.05.01.06 Secrets hygiene & history rewriting
- R03.06.01.01 Network configuration & simulation
- R03.06.01.02 Packet capture analysis
- R03.07.01.01 Optimization modeling
- R03.07.01.02 Quantum circuit design & simulation
- R03.08.01.01 Image boxes, polygons & masks
- R03.08.01.02 Video tracking annotation
- R03.08.01.03 Text, audio & document labeling
- R03.08.01.04 Annotation project setup & QA review
R04 Information & Document Work
35 task classes
- R04.01.01.01 Hard-to-find multi-hop facts
- R04.01.01.02 Wide aggregation into a table
- R04.01.01.03 Cited research reports
- R04.01.02.01 Faceted search with filters & sorting
- R04.01.02.02 Statistical portals & interactive charts
- R04.01.02.03 Image, video & map evidence
- R04.01.02.04 Single-site lookup, aggregation & saved items
- R04.02.01.01 Long-document structure, styles & templates
- R04.02.01.02 Track changes, comments & redlining
- R04.02.01.03 Mail merge, fields & references
- R04.02.01.04 Precise in-place text editing & selection
- R04.02.01.05 Everyday formatting, tables & quick edits
- R04.03.01.01 Cleaning, formulas & lookups
- R04.03.01.02 Pivot tables & grouping
- R04.03.01.03 Spreadsheet charts
- R04.03.01.04 Formatting, view, validation & print layout
- R04.03.01.05 Workbook auditing & error tracing
- R04.03.01.06 Spreadsheet macros & scripts
- R04.03.02.01 Desktop database apps
- R04.04.01.01 Deck assembly from source content
- R04.04.01.02 Slide layout, alignment & overflow repair
- R04.04.01.03 Themes, masters & brand compliance
- R04.04.01.04 Diagrams, SmartArt, tables & charts in slides
- R04.04.01.05 Animations, transitions & presenter setup
- R04.04.01.06 Slide content & formatting edits
- R04.05.01.01 PDF editing, redaction & assembly
- R04.05.01.02 Form filling from a dossier
- R04.05.01.03 Format conversion & export fidelity
- R04.06.01.01 Notes & knowledge-base organization
- R04.06.01.02 Reference & citation management
- R04.06.01.03 Quick utilities: calculator, sticky notes, dictionary & conversions
- R04.07.01.01 Data entry from documents & scans
- R04.07.01.02 Download–transform–upload across portals
- R04.07.01.03 Email → spreadsheet → report pipelines
- R04.07.01.04 Linked & embedded objects across office apps
R05 Business & Organizational Operations
30 task classes
- R05.05.01.01 Classic ERP GUI transactions
- R05.05.01.02 Enterprise grids, filters & bulk edit
- R05.05.01.03 Legacy terminal & virtual desktop entry
- R05.05.01.04 Service-catalog requests & low-code flows
- R05.06.01.01 Lead, opportunity & account operations
- R05.06.01.02 Quotes, pricing & approvals
- R05.06.01.03 CRM configuration
- R05.07.01.01 Ad campaign setup & reporting (test accounts)
- R05.07.01.02 Audience segmentation & lifecycle campaigns
- R05.07.01.03 Web analytics & SEO audits
- R05.08.01.01 Store & catalog administration
- R05.08.01.02 Orders, returns & marketplace operations
- R05.09.01.01 Requisition → PO → goods receipt
- R05.09.01.02 Inventory, warehouse & shipping
- R05.09.01.03 Transport planning, routing & dispatch
- R05.09.01.04 BOM & production planning (MRP)
- R05.10.01.01 Recruiting pipeline & ATS
- R05.10.01.02 Onboarding, leave, time & payroll inputs
- R05.11.01.01 Issue & sprint management
- R05.11.01.02 Schedules, dependencies & resources
- R05.12.01.01 Ticket triage, resolution & knowledge base
- R05.12.01.02 Policy-bound customer service transactions
- R05.13.01.01 Hotel & restaurant operations (PMS, POS)
- R05.13.01.02 Retail store & point-of-sale operations
- R05.13.01.03 Real estate & property management
- R05.13.01.04 Insurance claims & underwriting
- R05.13.01.05 Banking & lending operations
- R05.13.01.06 Construction estimating & field management
- R05.13.01.07 Facility & building automation operations
- R05.13.01.08 Service appointment scheduling (provider side)
R06 Creative & Media Production
61 task classes
- R06.01.01.01 Vector construction & path editing
- R06.01.01.02 Typography & type setting
- R06.01.01.03 Brand template adaptation & resizing
- R06.01.01.04 Packaging & print production artwork
- R06.01.01.05 Posters, flyers & single-page layouts
- R06.02.01.01 Raw development to a measurable target
- R06.02.01.02 Pixel retouching & object removal
- R06.02.01.03 Layered compositing & selections
- R06.02.01.04 Photo library culling & metadata
- R06.02.01.05 Image conversion, batch actions & export variants
- R06.03.01.01 Digital painting, inking & flatting
- R06.03.01.02 Comic & manga page production
- R06.03.01.03 2D character animation
- R06.04.01.01 Assembly cut from script or transcript
- R06.04.01.02 Fine cut & trimming
- R06.04.01.03 Multicam & cutting to music
- R06.04.01.04 Short-form & template editing
- R06.04.02.01 Primary grading & shot matching
- R06.04.02.02 Secondary grading with qualifiers & windows
- R06.04.02.03 Captions, subtitles & versions
- R06.04.02.04 Media management & delivery QC
- R06.04.02.05 Footage logging & continuity notes
- R06.04.02.06 Color management, LUTs & HDR mastering
- R06.04.02.07 Cross-app round trips & conform
- R06.05.01.01 Keyframe & text animation with easing
- R06.05.01.02 Templates & expression rigs
- R06.05.01.03 Logo & shape animation with Lottie export
- R06.05.02.01 Chroma keying & spill suppression
- R06.05.02.02 Rotoscoping & AI masking
- R06.05.02.03 Tracking, match-move & stabilization
- R06.05.02.04 Cleanup & paint-out
- R06.05.02.05 Node-based multi-pass compositing
- R06.06.01.01 Polygon & hard-surface modeling
- R06.06.01.02 Sculpting & retopology
- R06.06.01.03 Procedural modeling & simulation
- R06.06.02.01 UV unwrapping & layout
- R06.06.02.02 PBR texturing & material authoring
- R06.06.03.01 Rigging & skinning
- R06.06.03.02 Character & camera animation
- R06.06.03.03 Lighting, look-dev & rendering
- R06.06.03.04 Scene layout & set dressing
- R06.07.01.01 Dialogue editing & audio repair
- R06.07.01.02 Mixing & loudness-compliant delivery
- R06.07.01.03 Sound design & spotting to picture
- R06.07.02.01 MIDI composition, arrangement & warping
- R06.07.02.02 Music mixing & mastering
- R06.07.02.03 Notation & engraving
- R06.08.01.01 Screen design with auto-layout & components
- R06.08.01.02 Design systems, variables & theming
- R06.08.01.03 Interactive prototyping
- R06.09.01.01 Long-document layout & copyfitting
- R06.09.01.02 Prepress preflight & PDF/X
- R06.09.01.03 Accessible PDF remediation
- R06.10.01.01 Level assembly, lighting & materials
- R06.10.01.02 Gameplay prototyping & packaging
- R06.10.01.03 In-engine cinematics
- R06.10.01.04 Level editors & modding tools
- R06.11.01.01 Node-based generative pipelines
- R06.11.01.02 Generative edit & fill in creative apps
- R06.12.01.01 Streaming & recording scene composition
- R06.12.01.02 Live switching & broadcast graphics
R07 Engineering & Physical Systems
53 task classes
- R07.01.01.01 Part from dimensioned drawing or spec
- R07.01.01.02 Design-intent edits of existing models
- R07.01.01.03 Assemblies, mates & mechanisms
- R07.01.02.01 Drawings with dimensions, GD&T & BOM
- R07.01.02.02 Design review, measurement & reverse engineering
- R07.02.01.01 Structural FEA setup & results
- R07.02.01.02 Multiphysics & geotechnical analysis
- R07.02.01.03 Mold-flow & process simulation
- R07.02.02.01 CFD case setup & post-processing
- R07.02.02.02 System modeling & control design
- R07.03.01.01 Schematic capture & ERC
- R07.03.01.02 SPICE simulation & analog design
- R07.03.02.01 Placement & board constraints
- R07.03.02.02 Routing to a clean DRC (incl. high-speed)
- R07.03.02.03 ECO, libraries & fabrication outputs
- R07.04.01.01 Custom/analog IC schematic & layout
- R07.04.01.02 RTL-to-GDS flow & signoff
- R07.04.01.03 FPGA build & timing closure
- R07.05.01.01 2D CAD drafting & revision
- R07.05.01.02 BIM element authoring
- R07.05.01.03 3D models from 2D drawings
- R07.05.01.04 BIM coordination & clash review
- R07.05.01.05 Parametric & environmental design
- R07.06.01.01 Road alignment, profile & corridor design
- R07.06.01.02 Georeferencing & digitizing
- R07.06.01.03 Geoprocessing workflows & model builders
- R07.06.01.04 Cartography & print layouts
- R07.06.01.05 Survey drafting & COGO
- R07.07.01.01 CAM toolpaths & stock simulation
- R07.07.01.02 G-code authoring & verification
- R07.07.01.03 Additive manufacturing prep & monitoring
- R07.07.02.01 PLC programming with simulation
- R07.07.02.02 HMI/SCADA screen engineering
- R07.07.02.03 SCADA operation & alarm response
- R07.07.02.04 Quality & maintenance records
- R07.08.01.01 Power flow & contingency studies
- R07.08.01.02 PV & renewable system design
- R07.08.01.03 Building energy simulation
- R07.09.01.01 Robot cell offline programming
- R07.09.01.02 Interactive motion planning
- R07.09.01.03 Simulation scene setup
- R07.09.01.04 Teach-pendant programming
- R07.09.01.05 ROS introspection & diagnostics
- R07.09.01.06 Robot description authoring (URDF/MJCF)
- R07.09.02.01 Teleoperated assembly & dexterous manipulation
- R07.09.02.02 Policy rollout review & failure labeling
- R07.09.02.03 UAV mission planning & ground control
- R07.10.01.01 Process flowsheet simulation
- R07.10.01.02 P&ID and equipment sizing
- R07.11.01.01 Geological, reservoir & mine modeling
- R07.12.01.01 Flight planning & performance
- R07.13.01.01 Traffic & transit simulation
- R07.13.01.02 Vessel routing & port operations
R08 Science & Research
37 task classes
- R08.01.01.01 FITS inspection, regions & photometry
- R08.01.01.02 Sky simulation & planetarium setup
- R08.01.01.03 Interactive interferometry reduction
- R08.01.01.04 Data plotting & curve fitting
- R08.01.01.05 Numerical physics simulation
- R08.02.01.01 Chemical structure drawing & identifiers
- R08.02.01.02 Quantum-chemistry job setup & visualization
- R08.02.01.03 Crystal & volumetric visualization
- R08.03.01.01 Gridded climate & ocean data visualization
- R08.03.01.02 Remote sensing image analysis
- R08.03.01.03 Hydrology & environmental models
- R08.04.01.01 Yield maps & prescription maps
- R08.05.01.01 Molecular visualization & figures
- R08.05.01.02 Model building into density maps
- R08.05.01.03 Protein preparation, docking, simulation & ensemble validation
- R08.06.01.01 Plasmid maps, cloning & primers
- R08.06.01.02 Genome browser & variant inspection
- R08.06.01.03 Bioinformatics pipelines
- R08.07.01.01 ROI drawing & manual measurement
- R08.07.01.02 Segmentation pipelines & visual QC
- R08.07.01.03 3D/4D rendering & track curation
- R08.08.01.01 Pathway & network modeling
- R08.09.01.01 Stimulus-presentation experiments
- R08.09.01.02 Survey instruments
- R08.09.01.03 Neuroimaging QC & mask editing
- R08.09.01.04 EEG/MEG & electrophysiology analysis
- R08.10.01.01 Dialog-driven statistical analysis
- R08.10.01.02 Qualitative & content coding
- R08.10.01.03 Econometric replication
- R08.10.01.04 Phonetic & speech analysis
- R08.11.01.01 Scientific graph creation & formatting
- R08.11.01.02 Numerical & symbolic computing apps
- R08.11.01.03 Manuscripts, LaTeX & citations
- R08.11.01.04 Theorem proving & formal math
- R08.12.01.01 ELN, LIMS & inventory records
- R08.12.01.02 Liquid-handler protocol design
- R08.12.01.03 Virtual lab experimentation & safety
R09 Health & Medicine
16 task classes
- R09.01.01.01 DICOM reading, measurement & annotation
- R09.01.01.02 3D segmentation, registration & resampling
- R09.01.01.03 Whole-slide pathology annotation
- R09.01.01.04 Clinical reasoning in simulated encounters
- R09.02.01.01 Radiotherapy planning & dose evaluation
- R09.03.01.01 Chart review & data retrieval
- R09.03.01.02 Orders & clinical documentation
- R09.03.01.03 Scheduling, registration, billing & coding
- R09.03.01.04 Prior authorization, appeals & claims
- R09.04.01.01 Surveillance, cohorts & outcomes analysis
- R09.04.01.02 Outbreak & epidemic modeling
- R09.05.01.01 EDC study build
- R09.05.01.02 EDC data entry, queries & lock
- R09.05.01.03 CDISC SDTM mapping
- R09.06.01.01 Pharmacy verification & dispensing
- R09.06.01.02 Laboratory information system operations
R10 Law & Public Services
13 task classes
- R10.01.01.01 eDiscovery review, coding & redaction
- R10.01.01.02 Court e-filing & docket deadlines
- R10.01.01.03 Exhibit & case-document preparation
- R10.01.01.04 Transcript editing synced to audio
- R10.02.01.01 Case-law & statute research with citations
- R10.02.01.02 Contract redlining & deal points
- R10.02.01.03 Legal classification & reasoning
- R10.03.01.01 Caseworker & case-management systems
- R10.03.01.02 Grant application assembly & submission
- R10.03.01.03 Permits, licensing & records processing
- R10.04.01.01 911 call-taking & CAD dispatch
- R10.04.01.02 Fire & hazard modeling
- R10.04.01.03 Emergency operations & incident reporting
R11 Communication & Collaboration
21 task classes
- R11.01.01.01 Mailbox triage, rules & replies
- R11.01.01.02 Meeting scheduling & calendar operations
- R11.01.01.03 Contacts & address books
- R11.01.01.04 Reminders, to-dos, alarms & timers
- R11.01.01.05 Personal SMS, chat & calls
- R11.02.01.01 Team chat operations
- R11.02.01.02 Information gathering from colleagues
- R11.02.01.03 Video-meeting session control
- R11.03.01.01 Flowcharts, BPMN & org charts
- R11.03.01.02 Whiteboard affinity mapping
- R11.04.01.01 Comment & suggestion workflows
- R11.04.01.02 Media review & approval
- R11.05.01.01 Video upload, metadata & scheduling
- R11.05.01.02 Mobile note & short-video posting
- R11.05.01.03 Community management & channel analytics
- R11.05.01.04 Professional networking & social actions (sandbox)
- R11.06.01.01 Content moderation & community administration
- R11.06.01.02 Forum & community participation
- R11.07.01.01 Human-in-the-loop execution & handoff
- R11.07.01.02 Multi-agent coordination in shared apps
- R11.07.01.03 Proactive assistance: act, ask or stay silent
R12 Everyday Life & Consumer Services
24 task classes
- R12.01.01.01 Configured product purchase
- R12.01.01.02 Product discovery, comparison & shopping lists
- R12.01.01.03 Returns, changes & reviews
- R12.02.01.01 Flight booking & changes
- R12.02.01.02 Lodging under constraints
- R12.02.01.03 Maps, routes & ride-hailing
- R12.02.01.04 In-car infotainment & navigation
- R12.02.01.05 Multi-leg itinerary planning
- R12.04.01.01 Food delivery with customizations
- R12.04.01.02 Reservations & appointments
- R12.04.01.03 Event tickets with seat maps
- R12.04.01.04 Super-app mini-program services
- R12.05.01.01 Patient portals & insurance self-service
- R12.05.01.02 Fitness & health records
- R12.06.01.01 Smart-home control & automations
- R12.07.01.01 Music, podcast & video libraries
- R12.07.01.02 TV & 10-foot interfaces
- R12.07.01.03 E-books & reading
- R12.08.01.01 Government & public-service portals
- R12.08.01.02 Job & rental applications with documents
- R12.08.01.03 Quote & comparison funnels
- R12.09.01.01 Photo library organization & light edits
- R12.09.01.02 Camera & audio capture on device
- R12.11.01.01 Personal-context reasoning across apps
R13 Games & Real-time Interaction
15 task classes
- R13.01.01.01 Platformers & arcade reflex
- R13.01.01.02 3D action & open-world missions
- R13.01.01.03 Racing & vehicle control
- R13.01.02.01 Strategy & management games
- R13.01.02.02 Long-horizon RPG & adventure
- R13.01.02.03 Sandbox crafting & building
- R13.02.01.01 Board games via GUI
- R13.02.01.02 Card games & deckbuilders
- R13.02.01.03 Logic & contraption puzzles
- R13.03.01.01 Exploratory playtesting for bugs
- R13.03.01.02 Visual glitch & regression detection
- R13.03.01.03 Game settings, launchers & mods
- R13.04.01.01 Flight & driving simulators
- R13.05.01.01 Sports video annotation & tactics
- R13.05.01.02 Tracking & performance data analysis
R14 Finance, Accounting & Financial Services
14 task classes
- R14.01.01.01 Bank & account reconciliation
- R14.01.01.02 Journal entries & period close
- R14.01.02.01 Vendor invoice processing
- R14.01.02.02 Order-to-cash & collections
- R14.01.02.03 Expense audit against policy
- R14.02.01.01 Three-statement & valuation models
- R14.02.01.02 Filing-based company research
- R14.02.01.03 Terminal & market-data workstation workflows
- R14.02.01.04 Paper-trading order entry & rebalancing
- R14.03.01.01 Risk & actuarial models
- R14.04.01.01 Tax preparation in tax software
- R14.04.01.02 Audit testing & regulatory filings
- R14.05.01.01 Banking & payments (sandbox)
- R14.05.01.02 Budgeting & personal bookkeeping
R15 Education, Learning & Knowledge Services
14 task classes
- R15.01.01.01 LMS course building & configuration
- R15.01.01.02 Gradebook & term closeout
- R15.01.01.03 Rubric grading with inline feedback
- R15.01.01.04 Instructional media & assessment authoring
- R15.02.01.01 Cataloging & MARC remediation
- R15.02.01.02 Circulation & collection administration
- R15.03.01.01 CAT-tool translation with TM & termbase
- R15.03.01.02 Software & game localization
- R15.03.01.03 Subtitle translation & timing
- R15.03.01.04 Image-based source transcription & translation
- R15.04.01.01 Student-side LMS & MOOC logistics
- R15.04.01.02 Interactive simulations & virtual labs
- R15.04.01.03 Block-based coding
- R15.04.01.04 Flashcards & drills