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Balam Labs
ISCO-08 4213 · imputed from its three-digit group

Pawnbrokers and money-lenders

57.0%
ADI · 161st of 433 · 95% interval 49.1–64.9

An AI agent can at least partly carry out 57.0% of the task time of pawnbrokers and money-lenders, and finish 4.6% alone. The barrier that holds most of the rest back is access to the systems the work runs on.

ADI · partial or full57.0%

161st of 433 · interval 49.1–64.9

ADI3 · full delegation4.6%

80th of 433 · interval 1.2–8.7

ADIs · share of time44.0%

166th of 433 · interval 40.3–48.1

Evidence176

task statements rated by two models and weighted by importance and frequency. World employment: 0.5 million.

Task weight by level

How the tasks rate

21%
23%
52%
L0No meaningful role · 20.5%L1Augmentation · 22.5%L2Partial delegation · 52.4%L3Full delegation · 4.6%
Barriers

What stops the agent

Physical presence54%
Accountability45%
Trust and care41%
Access to systems84%

Share of task weight flagged by each barrier; a task can carry several.

176 task statements, heaviest first
Task statement (O*NET occupation)Sonnet · HaikuBarriers
Record information about financial status of customers and status of collection efforts.Bill and Account Collectors1.5%L2L3L278%12 minAccess to systems
Locate and monitor overdue accounts, using computers and a variety of automated systems.Bill and Account Collectors1.4%L3L3L382%1.0 hAccess to systems
Locate and notify customers of delinquent accounts by mail, telephone, or personal visits to solicit payment.Bill and Account Collectors1.3%L2L2L260%28 minPhysical presence, Accountability, Trust and care, Access to systems
Advise customers of necessary actions and strategies for debt repayment.Bill and Account Collectors1.3%L2L2L268%30 minAccountability, Trust and care, Access to systems
Identify and build relationships with potential donors.Fundraisers1.3%L2L2L250%2.8 hTrust and care, Access to systems
Answer customer questions regarding problems with their accounts.Bill and Account Collectors1.3%L2L2L265%10 minAccess to systems
Confer with customers by telephone or in person to determine reasons for overdue payments and to review the terms of sales, service, or credit contracts.Bill and Account Collectors1.2%L2L2L258%18 minTrust and care, Access to systems
Arrange for debt repayment or establish repayment schedules, based on customers' financial situations.Bill and Account Collectors1.2%L2L2L260%25 minAccountability, Trust and care, Access to systems
Persuade customers to pay amounts due on credit accounts, damage claims, or nonpayable checks, or to return merchandise.Bill and Account Collectors1.2%L2L2L258%15 minAccountability, Trust and care, Access to systems
Receive payments and post amounts paid to customer accounts.Bill and Account Collectors1.2%L2L2L272%6 minAccess to systems
Cash checks and pay out money after verifying that signatures are correct, that written and numerical amounts agree, and that accounts have sufficient funds.Tellers1.1%L1L1L235%5 minPhysical presence, Accountability, Access to systems
Receive checks and cash for deposit, verify amounts, and check accuracy of deposit slips.Tellers1.1%L1L1L228%6 minPhysical presence, Accountability, Trust and care, Access to systems
Enter customers' transactions into computers to record transactions and issue computer-generated receipts.Tellers1.1%L2L2L372%4 minPhysical presence, Access to systems
Examine checks for endorsements and to verify other information, such as dates, bank names, identification of the persons receiving payments, and the legality of the documents.Tellers1.1%L2L2L252%4 minPhysical presence, Accountability, Trust and care, Access to systems
Answer telephones and assist customers with their questions.Tellers1.0%L2L2L368%6 minTrust and care, Access to systems
Show the other 161 tasks
Task statement (O*NET occupation)Sonnet · HaikuBarriers
Balance currency, coin, and checks in cash drawers at ends of shifts and calculate daily transactions, using computers, calculators, or adding machines.Tellers1.0%L1L1L235%25 minPhysical presence, Accountability, Access to systems
Sort and file correspondence and perform miscellaneous clerical duties, such as answering correspondence and writing reports.Bill and Account Collectors1.0%L2L2L268%45 minAccess to systems
Create or update donor databases.Fundraisers1.0%L2L2L272%1.4 hAccess to systems
Trace delinquent customers to new addresses by inquiring at post offices, telephone companies, credit bureaus, or through the questioning of neighbors.Bill and Account Collectors1.0%L2L2L250%52 minPhysical presence, Trust and care, Access to systems
Secure commitments of participation or donation from individuals or corporate donors.Fundraisers1.0%L2L2L242%2.5 hTrust and care, Access to systems
Write and send letters of thanks to donors.Fundraisers1.0%L3L3L382%18 minAccess to systems
Process transactions, such as term deposits, retirement savings plan contributions, automated teller transactions, night deposits, and mail deposits.Tellers0.9%L2L2L242%8 minPhysical presence, Accountability, Trust and care, Access to systems
Count currency, coins, and checks received, by hand or using currency-counting machine, to prepare them for deposit or shipment to branch banks or the Federal Reserve Bank.Tellers0.9%L0L0L08%25 minPhysical presence, Accountability, Trust and care, Access to systems
Sort and file deposit slips and checks.Tellers0.9%L1L1L238%20 minPhysical presence, Access to systems
Solicit cash or in-kind donations or sponsorships from individual, business, or government donors.Fundraisers0.9%L2L2L252%2.8 hTrust and care, Access to systems
Carry out special services for customers, such as ordering bank cards and checks.Tellers0.9%L2L2L255%10 minAccountability, Trust and care, Access to systems
Direct or supervise fundraising staff, including volunteer staff members.Fundraisers0.8%L1L1L232%2.5 hTrust and care, Access to systems
Prepare and verify cashier's checks.Tellers0.8%L2L2L258%9 minPhysical presence, Accountability, Access to systems
Identify transaction mistakes when debits and credits do not balance.Tellers0.8%L2L2L375%25 minAccess to systems
Perform various administrative functions for assigned accounts, such as recording address changes and purging the records of deceased customers.Bill and Account Collectors0.8%L2L3L275%11 minAccess to systems
Monitor bank vaults to ensure cash balances are correct.Tellers0.8%L1L1L232%30 minPhysical presence, Accountability, Access to systems
Arrange monies received in cash boxes and coin dispensers according to denomination.Tellers0.8%L0L0L01%12 minPhysical presence, Accountability, Trust and care, Access to systems
Resolve problems or discrepancies concerning customers' accounts.Tellers0.8%L2L2L258%22 minAccountability, Trust and care, Access to systems
Monitor progress of fundraising drives.Fundraisers0.8%L3L3L382%1.8 hAccess to systems
Receive mortgage, loan, or public utility bill payments, verifying payment dates and amounts due.Tellers0.8%L2L2L250%5 minPhysical presence, Accountability, Trust and care, Access to systems
Notify credit departments, order merchandise repossession or service disconnection, and turn over account records to attorneys when customers fail to respond to collection attempts.Bill and Account Collectors0.8%L2L2L268%25 minAccountability, Access to systems
Receive and count daily inventories of cash, drafts, and travelers' checks.Tellers0.8%L0L0L114%30 minPhysical presence, Accountability, Trust and care, Access to systems
Sell and collect payment for products such as stamps, prepaid mail envelopes, and money orders.Postal Service Clerks · supplemental task0.8%L1L1L118%4 minPhysical presence, Accountability, Trust and care, Access to systems
Conduct research to identify the goals, net worth, charitable donation history, or other data related to potential donors, potential investors, or general donor markets.Fundraisers0.8%L2L2L272%2.0 hAccess to systems
Develop strategies to encourage new or increased contributions.Fundraisers0.8%L2L2L265%5.5 hTrust and care, Access to systems
Explain, promote, or sell products or services, such as travelers' checks, savings bonds, money orders, and cashier's checks, using computerized information about customers to tailor recommendations.Tellers0.8%L2L2L250%11 minAccountability, Trust and care, Access to systems
Develop or implement fundraising activities, such as annual giving campaigns or direct mail programs.Fundraisers0.7%L2L2L260%23 hTrust and care, Access to systems
Negotiate credit extensions when necessary.Bill and Account Collectors · supplemental task0.7%L2L2L258%22 minTrust and care
Weigh letters and parcels, compute mailing costs based on type, weight, and destination, and affix correct postage.Postal Service Clerks0.7%L1L1L232%4 minPhysical presence, Access to systems
Contact insurance companies to check on status of claims payments and write appeal letters for denial on claims.Bill and Account Collectors · supplemental task0.7%L2L2L268%32 minAccess to systems
Perform clerical tasks, such as typing, filing, and microfilm photography.Tellers · supplemental task0.7%L2L2L260%45 minPhysical presence, Access to systems
Check mail to ensure correct postage and that packages and letters are in proper condition for mailing.Postal Service Clerks0.7%L1L1L225%3 minPhysical presence, Access to systems
Receive letters and parcels, and place mail into bags.Postal Service Clerks · supplemental task0.7%L0L0L16%9 minPhysical presence, Access to systems
Order a supply of cash to meet daily needs.Tellers0.7%L2L2L270%18 minAccountability, Access to systems
Keep money drawers in order, and record and balance daily transactions.Postal Service Clerks · supplemental task0.7%L1L1L232%45 minPhysical presence, Accountability, Access to systems
Register, certify, and insure letters and parcels.Postal Service Clerks · supplemental task0.7%L1L1L228%6 minPhysical presence, Accountability, Access to systems
Count, verify, and post armored car deposits.Tellers · supplemental task0.7%L1L1L230%30 minPhysical presence, Accountability, Access to systems
Compute financial fees, interest, and service charges.Tellers · supplemental task0.7%L3L3L388%5 minAccess to systems
Sort incoming and outgoing mail, according to type and destination, by hand or by operating electronic mail-sorting and scanning devices.Postal Service Clerks0.6%L0L0L05%2.1 hPhysical presence, Access to systems
Process and maintain records of customer loans.Tellers · supplemental task0.6%L2L2L265%25 minAccountability, Access to systems
Complete forms regarding changes of address, or theft or loss of mail, or for special services such as registered or priority mail.Postal Service Clerks · supplemental task0.6%L2L2L252%11 minPhysical presence, Accountability, Trust and care, Access to systems
Obtain and process information required for the provision of services, such as opening accounts, savings plans, and purchasing bonds.Tellers · supplemental task0.6%L2L2L255%18 minPhysical presence, Accountability, Trust and care, Access to systems
Answer questions regarding mail regulations and procedures, postage rates, and post office boxes.Postal Service Clerks0.6%L2L2L378%6 minAccess to systems
Put undelivered parcels away, retrieve them when customers come to claim them, and complete any related documentation.Postal Service Clerks · supplemental task0.6%L1L1L225%8 minPhysical presence, Accountability, Trust and care, Access to systems
Follow all gaming regulations.Gambling Cage Workers0.6%L1L1L228%4.5 hPhysical presence, Accountability, Trust and care, Access to systems
Provide assistance to the public in complying with federal regulations of Postal Service and other federal agencies.Postal Service Clerks · supplemental task0.6%L1L1L235%10 minPhysical presence, Accountability, Trust and care, Access to systems
Maintain confidentiality of customers' transactions.Gambling Cage Workers0.6%L1L1L232%12 minAccountability, Trust and care, Access to systems
Obtain signatures from recipients of registered or special delivery mail.Postal Service Clerks0.6%L0L0L18%4 minPhysical presence, Accountability, Trust and care, Access to systems
Convert gaming checks, coupons, tokens, or coins to currency for gaming patrons.Gambling Cage Workers0.6%L0L0L16%4 minPhysical presence, Accountability, Trust and care, Access to systems
Record casino exchange transactions, using cash registers.Gambling Cage Workers · supplemental task0.6%L1L1L118%3 minPhysical presence, Accountability, Trust and care, Access to systems
Explain the tax advantages of contributions to potential donors.Fundraisers0.6%L2L2L372%38 minTrust and care
Transport mail from one work station to another.Postal Service Clerks0.6%L0L0L00%12 minPhysical presence
Cash checks and process credit card advances for patrons.Gambling Cage Workers0.6%L1L1L122%6 minPhysical presence, Accountability, Trust and care, Access to systems
Supply currency, coins, chips, or gaming checks to other departments as needed.Gambling Cage Workers0.6%L1L1L115%12 minPhysical presence, Accountability, Trust and care, Access to systems
Maintain cage security.Gambling Cage Workers0.6%L1L1L120%4.3 hPhysical presence, Accountability, Trust and care, Access to systems
Exchange paper currency for playing chips or coins.Gambling and Sports Book Writers and Runners · supplemental task0.6%L0L0L02%2 minPhysical presence, Accountability, Trust and care, Access to systems
Conduct gambling tables or games, such as dice, roulette, cards, or keno, and ensure that game rules are followed.Gambling and Sports Book Writers and Runners · supplemental task0.5%L0L0L06%4.1 hPhysical presence, Accountability, Trust and care, Access to systems
Attend community events, meetings, or conferences to promote organizational goals or solicit donations or sponsorships.Fundraisers0.5%L1L1L225%3.3 hPhysical presence, Trust and care, Access to systems
Compare the house hand with players' hands to determine the winner.Gambling and Sports Book Writers and Runners · supplemental task0.5%L0L1L015%1 minPhysical presence, Accountability, Access to systems
Monitor budgets, expense reports, or other financial data for fundraising organizations.Fundraisers0.5%L2L2L270%1.5 hAccess to systems
Operate games in which players bet that a ball will come to rest in a particular slot on a rotating wheel, performing actions such as spinning the wheel and releasing the ball.Gambling and Sports Book Writers and Runners · supplemental task0.5%L0L0L04%2 minPhysical presence, Accountability, Trust and care, Access to systems
Contact corporate representatives, government officials, or community leaders to increase awareness of organizational causes, activities, or needs.Fundraisers0.5%L2L2L255%1.4 hTrust and care, Access to systems
Collect bets in the form of cash or chips, verifying and recording amounts.Gambling and Sports Book Writers and Runners0.5%L0L0L18%3 minPhysical presence, Accountability, Trust and care, Access to systems
Pay off or move bets as established by game rules and procedures.Gambling and Sports Book Writers and Runners · supplemental task0.5%L1L1L250%8 minPhysical presence, Accountability, Access to systems
Compose, type, and mail customer statements and other correspondence related to issues such as discrepancies and outstanding unpaid items.Tellers · supplemental task0.5%L2L3L275%20 minAccess to systems
Compile or develop materials to submit to granting or other funding organizations.Fundraisers0.5%L2L2L268%8.0 hAccountability, Access to systems
Feed mail into postage canceling devices or hand stamp mail to cancel postage.Postal Service Clerks · supplemental task0.5%L0L0L02%16 minPhysical presence, Access to systems
Check to ensure that all players have placed their bets before play begins.Gambling and Sports Book Writers and Runners · supplemental task0.5%L0L1L015%4 minPhysical presence, Accountability, Trust and care, Access to systems
Respond to complaints regarding mail theft, delivery problems, and lost or damaged mail, filling out forms and making appropriate referrals for investigation.Postal Service Clerks · supplemental task0.5%L2L2L265%20 minTrust and care, Access to systems
Collect cards or tickets from players.Gambling and Sports Book Writers and Runners0.5%L0L0L04%8 minPhysical presence, Accountability, Trust and care, Access to systems
Recruit sponsors, participants, or volunteers for fundraising events.Fundraisers0.5%L2L2L260%6.0 hTrust and care, Access to systems
Verify accuracy of reports, such as authorization forms, transaction reconciliations, or exchange summary reports.Gambling Cage Workers0.5%L2L2L262%42 minAccountability, Access to systems
Prepare reports, including assignment of company funds or recording of department revenues.Gambling Cage Workers · supplemental task0.5%L2L2L265%1.3 hAccountability, Access to systems
Design or produce materials such as posters, Web sites, or newsletters to promote, market, or advertise fundraising events.Fundraisers0.5%L2L2L372%4.0 h–
Rent post office boxes to customers.Postal Service Clerks · supplemental task0.5%L2L2L242%12 minPhysical presence, Accountability, Access to systems
Open or close cash floats or game tables.Gambling and Sports Book Writers and Runners · supplemental task0.5%L0L0L110%28 minPhysical presence, Accountability, Trust and care, Access to systems
Compute and verify amounts won or lost, paying out winnings or referring patrons to workers, such as gaming cashiers, so that winnings can be collected.Gambling and Sports Book Writers and Runners0.5%L2L2L242%4 minPhysical presence, Accountability, Trust and care, Access to systems
Establish fundraising or participation goals for special events or specified time periods.Fundraisers0.5%L2L2L262%2.5 hAccess to systems
Count funds and reconcile daily summaries of transactions to balance books.Gambling Cage Workers0.5%L2L2L245%1.5 hPhysical presence, Accountability, Access to systems
Start gaming equipment that randomly selects numbered balls and announce winning numbers and colors.Gambling and Sports Book Writers and Runners · supplemental task0.5%L0L1L011%6 minPhysical presence, Accountability, Trust and care, Access to systems
Develop fundraising activity plans that maximize participation or contributions and minimize costs.Fundraisers0.5%L2L2L262%5.0 hAccess to systems
Issue checks to bond owners in settlement of transactions.Tellers · supplemental task0.5%L2L2L265%8 minPhysical presence, Accountability, Access to systems
Pay winnings or collect losing bets as established by the rules and procedures of a specific game.Gambling Dealers0.5%L0L0L05%2 minPhysical presence, Accountability, Trust and care, Access to systems
Determine cash requirements for windows and order all necessary currency, coins, or chips.Gambling Cage Workers0.5%L2L2L265%45 minAccountability, Access to systems
Greet customers and make them feel welcome.Gambling Dealers0.5%L0L0L05%1 minPhysical presence, Accountability, Trust and care, Access to systems
Write reports or prepare presentations to communicate fundraising program data.Fundraisers0.5%L2L2L375%3.5 hAccess to systems
Exchange paper currency for playing chips or coin money.Gambling Dealers0.5%L0L0L04%2 minPhysical presence, Accountability, Trust and care, Access to systems
Check to ensure that all players have placed bets before play begins.Gambling Dealers0.5%L0L0L18%2 minPhysical presence, Accountability, Access to systems
Stand behind a gaming table and deal the appropriate number of cards to each player.Gambling Dealers0.5%L0L0L02%2 minPhysical presence, Accountability, Trust and care, Access to systems
Apply rule variations to card games such as poker, in which players bet on the value of their hands.Gambling Dealers0.5%L1L1L118%8 minPhysical presence, Accountability, Trust and care, Access to systems
Perform removal and rotation of cash, coin, or chip inventories as necessary.Gambling Cage Workers0.5%L1L1L112%45 minPhysical presence, Accountability, Trust and care, Access to systems
Deal cards to house hands, and compare these with players' hands to determine winners, as in black jack.Gambling Dealers0.4%L1L1L115%2 minPhysical presence, Accountability, Trust and care, Access to systems
Establish new computer accounts.Gambling Cage Workers · supplemental task0.4%L2L2L265%20 minAccountability, Access to systems
Inspect cards or equipment to be used in games to ensure they are in proper condition.Gambling and Sports Book Writers and Runners · supplemental task0.4%L0L0L04%10 minPhysical presence, Accountability, Access to systems
Receive, verify, and record patrons' cash wagers.Gambling Dealers0.4%L0L0L19%1 minPhysical presence, Accountability, Trust and care, Access to systems
Conduct gambling games, such as dice, roulette, cards, or keno, following all applicable rules and regulations.Gambling Dealers0.4%L0L0L05%16 minPhysical presence, Accountability, Trust and care, Access to systems
Work as part of a team of dealers in games, such as baccarat or craps.Gambling Dealers0.4%L0L0L04%4.0 hPhysical presence, Accountability, Trust and care, Access to systems
Prepare bank deposits, balancing assigned funds as necessary.Gambling Cage Workers · supplemental task0.4%L1L1L238%52 minPhysical presence, Accountability, Access to systems
Cash money orders.Postal Service Clerks · supplemental task0.4%L0L0L112%4 minPhysical presence, Accountability, Trust and care, Access to systems
Provide customers with information about casino operations.Gambling Cage Workers0.4%L2L2L260%6 minPhysical presence, Trust and care, Access to systems
Compute amounts of players' wins or losses, or scan winning tickets presented by patrons to calculate the amount of money won.Gambling Dealers0.4%L1L1L238%2 minPhysical presence, Accountability, Access to systems
Write speeches, press releases, or other promotional materials to increase awareness of the causes, missions, or goals of organizations seeking funds.Fundraisers0.4%L3L3L385%2.5 h–
Start and control games and gaming equipment, and announce winning numbers or colors.Gambling Dealers0.4%L0L1L08%4 minPhysical presence, Accountability, Trust and care, Access to systems
Sell gambling chips, tokens, or tickets to patrons or to other workers for resale to patrons.Gambling Cage Workers · supplemental task0.4%L0L0L18%4 minPhysical presence, Accountability, Trust and care, Access to systems
Inspect cards and equipment to be used in games to ensure that they are in good condition.Gambling Dealers0.4%L0L0L04%10 minPhysical presence, Accountability, Access to systems
Record the number of tickets cashed and the amount paid out after each race or event.Gambling and Sports Book Writers and Runners · supplemental task0.4%L2L2L258%10 minPhysical presence, Accountability, Access to systems
Quote unit exchange rates, following daily international rate sheets or computer displays.Tellers · supplemental task0.4%L3L3L388%3 minTrust and care, Access to systems
Answer questions about game rules or casino policies.Gambling and Sports Book Writers and Runners0.4%L2L2L378%4 minPhysical presence, Access to systems
Deliver tickets, cards, and money to bingo callers.Gambling and Sports Book Writers and Runners · supplemental task0.4%L0L0L04%22 minPhysical presence, Accountability, Trust and care, Access to systems
Sell food, beverages, or tobacco to players.Gambling and Sports Book Writers and Runners · supplemental task0.4%L0L0L04%5 minPhysical presence, Accountability, Trust and care, Access to systems
Provide customers with assistance in filing claims for mail theft, or lost or damaged mail.Postal Service Clerks · supplemental task0.4%L2L2L260%18 minPhysical presence, Trust and care, Access to systems
Greet customers and ask about the quality of service they are receiving.First-Line Supervisors of Gambling Services Workers0.4%L0L0L218%4 minPhysical presence, Trust and care, Access to systems
Monitor game operations to ensure that house rules are followed, that tribal, state, and federal regulations are adhered to, and that employees provide prompt and courteous service.First-Line Supervisors of Gambling Services Workers0.4%L1L1L125%4.5 hPhysical presence, Accountability, Trust and care, Access to systems
Open and close cash floats and game tables.Gambling Dealers0.4%L0L0L18%18 minPhysical presence, Accountability, Trust and care, Access to systems
Order retail items and other supplies for office use.Postal Service Clerks · supplemental task0.4%L2L2L375%30 minAccess to systems
Participate in games for gambling establishments to provide the minimum complement of players at a table.Gambling Dealers · supplemental task0.4%L0L0L02%4.5 hPhysical presence, Accountability, Trust and care, Access to systems
Observe gamblers' behavior for signs of cheating, such as marking, switching, or counting cards, and notify security staff of suspected cheating.First-Line Supervisors of Gambling Services Workers0.4%L0L2L032%2.1 hPhysical presence, Access to systems
Answer questions about game rules and casino policies.Gambling Dealers0.4%L2L2L372%4 minPhysical presence, Access to systems
Supervise staff and monitor gambling tables to ensure security of the game.Gambling Dealers · supplemental task0.4%L1L1L225%4.5 hPhysical presence, Accountability, Trust and care, Access to systems
Coordinate transportation or delivery of materials, supplies, or donations for fundraising events.Fundraisers · supplemental task0.3%L2L2L255%2.5 hPhysical presence, Trust and care, Access to systems
Seat patrons at gaming tables.Gambling Dealers · supplemental task0.3%L0L0L19%2 minPhysical presence, Accountability, Trust and care, Access to systems
Prepare collection reports for submission to supervisors.Gambling and Sports Book Writers and Runners · supplemental task0.3%L2L2L265%45 minPhysical presence, Accountability, Access to systems
Perform paperwork required for monetary transactions.First-Line Supervisors of Gambling Services Workers0.3%L2L2L258%28 minAccountability, Access to systems
Direct or coordinate Web-based fundraising activities, such as online auctions or donation Web sites.Fundraisers0.3%L2L2L260%4.0 hAccountability, Trust and care, Access to systems
Plan and direct special events for fundraising, such as silent auctions, dances, golf events, or walks.Fundraisers0.3%L2L2L248%25 hPhysical presence, Trust and care, Access to systems
Perform minor repairs or make adjustments to slot machines, resolving problems such as machine tilts and coin jams.First-Line Supervisors of Gambling Services Workers0.3%L0L0L16%15 minPhysical presence, Accountability, Access to systems
Monitor payment of hand-delivered jackpots to ensure promptness.First-Line Supervisors of Gambling Services Workers0.3%L1L1L120%25 minPhysical presence, Accountability, Trust and care, Access to systems
Explain and interpret house rules, such as game rules or betting limits, for patrons.First-Line Supervisors of Gambling Services Workers0.3%L1L1L238%8 minPhysical presence, Accountability, Trust and care, Access to systems
Reset slot machines after payoffs.First-Line Supervisors of Gambling Services Workers0.3%L0L0L06%5 minPhysical presence, Accountability, Access to systems
Supervise staff and games and mediate disputes.Gambling and Sports Book Writers and Runners · supplemental task0.3%L1L1L225%40 minPhysical presence, Accountability, Trust and care, Access to systems
Supervise the distribution of complimentary meals, hotel rooms, discounts, or other items given to players, based on length of play and amount bet.First-Line Supervisors of Gambling Services Workers0.3%L2L2L258%38 minPhysical presence, Accountability, Trust and care, Access to systems
Answer patrons' questions about gaming machine functions and payouts.First-Line Supervisors of Gambling Services Workers0.3%L1L1L242%6 minPhysical presence, Trust and care, Access to systems
Develop corporate fundraising programs, such as employer gift-matching.Fundraisers · supplemental task0.3%L2L2L255%24 hTrust and care, Access to systems
Refer patrons to gaming cashiers to collect winnings.Gambling Dealers0.3%L0L0L03%2 minPhysical presence, Trust and care, Access to systems
Inform customers about foreign currency regulations and compute transaction fees for currency exchanges.Tellers · supplemental task0.3%L2L2L270%8 minTrust and care, Access to systems
Respond to and resolve patrons' complaints.First-Line Supervisors of Gambling Services Workers0.3%L1L1L230%20 minPhysical presence, Accountability, Trust and care, Access to systems
Record, issue receipts for, and pay off bets.First-Line Supervisors of Gambling Services Workers · supplemental task0.3%L2L2L258%4 minPhysical presence, Accountability, Trust and care, Access to systems
Establish and maintain banks and table limits for each game.First-Line Supervisors of Gambling Services Workers0.3%L2L2L250%1.0 hPhysical presence, Accountability, Access to systems
Secure speakers for charitable events, community meetings, or conferences to increase awareness of charitable, nonprofit, or political causes.Fundraisers0.3%L2L2L258%5.3 hTrust and care, Access to systems
Prepare collection reports for submission to supervisors.Gambling Dealers · supplemental task0.3%L2L2L262%30 minPhysical presence, Accountability, Access to systems
Exchange currency for customers, converting currency into requested combinations of bills and coins.First-Line Supervisors of Gambling Services Workers0.3%L0L0L04%3 minPhysical presence, Accountability, Trust and care, Access to systems
Develop and maintain media contact lists.Fundraisers · supplemental task0.3%L2L2L272%2.5 hAccess to systems
Record the specifics of malfunctioning machines and document malfunctions needing repair.First-Line Supervisors of Gambling Services Workers0.3%L2L2L248%18 minPhysical presence, Access to systems
Maintain familiarity with the games at a facility and with strategies or tricks used by cheaters at such games.First-Line Supervisors of Gambling Services Workers0.3%L1L1L240%1.5 hPhysical presence, Access to systems
Monitor functioning of slot machine coin dispensers and fill coin hoppers when necessary.First-Line Supervisors of Gambling Services Workers · supplemental task0.3%L1L1L222%22 minPhysical presence, Access to systems
Attach "out of order" signs to malfunctioning machines, and notify technicians when machines need to be repaired or removed.First-Line Supervisors of Gambling Services Workers0.3%L1L1L235%10 minPhysical presence, Access to systems
Monitor stations and games and move dealers from game to game to ensure adequate staffing.First-Line Supervisors of Gambling Services Workers0.3%L1L1L122%4.3 hPhysical presence, Accountability, Trust and care, Access to systems
Monitor patrons for signs of compulsive gambling, offering assistance if necessary.First-Line Supervisors of Gambling Services Workers0.3%L1L1L125%22 minPhysical presence, Accountability, Trust and care, Access to systems
Report customer-related incidents occurring in gaming areas to supervisors.First-Line Supervisors of Gambling Services Workers0.3%L1L1L230%12 minPhysical presence, Accountability, Trust and care, Access to systems
Direct workers compiling summary sheets for each race or event to record amounts wagered and amounts to be paid to winners.First-Line Supervisors of Gambling Services Workers · supplemental task0.3%L2L2L262%32 minAccountability, Access to systems
Determine how many gaming tables to open each day and schedule staff accordingly.First-Line Supervisors of Gambling Services Workers · supplemental task0.3%L2L2L262%1.1 hAccountability, Access to systems
Clean and maintain slot machines and surrounding areas.First-Line Supervisors of Gambling Services Workers0.2%L0L0L06%38 minPhysical presence, Access to systems
Enforce safety rules, and report or remove safety hazards as well as guests who are underage, intoxicated, disruptive, or cheating.First-Line Supervisors of Gambling Services Workers0.2%L1L1L220%25 minPhysical presence, Accountability, Trust and care, Access to systems
Provide assistance in the training and orientation of new cashiers.Gambling Cage Workers0.2%L1L1L242%4.0 hPhysical presence, Accountability, Trust and care, Access to systems
Interview and hire workers.First-Line Supervisors of Gambling Services Workers · supplemental task0.2%L2L2L250%4.0 hAccountability, Trust and care, Access to systems
Train, supervise, schedule, and evaluate workers.First-Line Supervisors of Gambling Services Workers · supplemental task0.2%L2L2L240%2.8 hPhysical presence, Accountability, Trust and care, Access to systems
Prepare materials such as fundraising envelopes, bid sheets, or gift bags for charitable events.Fundraisers · supplemental task0.2%L2L2L235%2.8 hPhysical presence
Train new dealers.Gambling Dealers · supplemental task0.2%L1L1L232%6.0 hPhysical presence, Trust and care
Establish policies on types of gambling offered, odds, or extension of credit.First-Line Supervisors of Gambling Services Workers · supplemental task0.1%L2L2L248%4.0 hAccountability, Access to systems
Review operational expenses, budget estimates, betting accounts, or collection reports for accuracy.First-Line Supervisors of Gambling Services Workers · supplemental task0.1%L2L2L265%1.0 hAccountability, Access to systems
Evaluate workers' performance and prepare written performance evaluations.First-Line Supervisors of Gambling Services Workers0.1%L2L2L255%1.3 hPhysical presence, Trust and care, Access to systems

Level: consensus of the two models (the lower level when they disagree). Share: part of the task’s working time an agent could take over. Human time: minutes a competent person needs for one instance, as estimated by the models.

Against other measures

Exposure is not delegation

MeasureValuePercentilePct
ADI (this index)57.0%63
Eloundou et al. (2024), GPT exposure β0.47272
Felten et al. (2021), AI occupational exposure1.10783
Webb (2020), AI patent exposure137
Eisfeldt et al. (2026), generative AI exposure0.16750
Anthropic Economic Index, observed use0.17681

Earlier indices measure whether AI can touch a task; ADI measures how much of it an agent can carry out from a goal. – : the source does not cover this occupation.

Same sub-major group (42)

Neighbouring occupations

Dashed line: pawnbrokers and money-lenders (57.0%).

Cite this record
Text

Espinal Maya, Cristian, and Santiago Jiménez Londoño. 2026. ADI v2026.1: Agent Delegability Index data, code and MCP server. Zenodo. https://doi.org/10.5281/zenodo.23552918. Record: Pawnbrokers and money-lenders (ISCO-08 4213), https://balamlabs.org/adi/occupations/4213

BibTeX
@misc{espinal2026adidata,
  title     = {{ADI} v2026.1: Agent Delegability Index data, code and {MCP} server},
  author    = {Espinal Maya, Cristian and Jim{\'e}nez Londo{\~n}o, Santiago},
  year      = {2026},
  publisher = {Zenodo},
  version   = {v2026.1},
  doi       = {10.5281/zenodo.23552918},
  url       = {https://doi.org/10.5281/zenodo.23552918},
  note      = {Record: Pawnbrokers and money-lenders (ISCO-08 4213)}
}
Machine-readable

The same record as static JSON, with its citation: /adi/v2026.1/isco/4213.json.