बिलिंग विशेषज्ञ
कार्यालय और प्रशासनिक सहायताAI एक्सपोजर
- डेटा स्रोत: BLSप्रकाशन: 2026-08
बहुत उच्च· सापेक्ष
कमचार सापेक्ष श्रेणियाँबहुत उच्चव्यवसाय-समूह स्तर का मान
मापक्रम, आधार और स्रोत
चार सापेक्ष बैंड (कम / मध्यम / उच्च / बहुत उच्च)
BLS रोज़गार पूर्वानुमान तालिका के 831 विस्तृत व्यवसायों के आधार पर। मान NEM (नेशनल एम्प्लॉयमेंट मैट्रिक्स) कोड के स्तर पर दिया जाता है, इसलिए एक ही NEM कोड वाले व्यवसायों को वही बैंड मिलता है
- डेटा स्रोत: Anthropicप्रकाशन: 2026-03
0.192
0.000यहाँ दिए गए मानों की सीमा0.745मापक्रम, आधार और स्रोत
- डेटा स्रोत: ILOप्रकाशन: 2025
0.64
0.09यहाँ दिए गए मानों की सीमा0.70व्यवसाय-समूह स्तर का मान
मापक्रम, आधार और स्रोत
जेनरेटिव AI एक्सपोजर सूचकांक, प्रकाशित रूप में 0–1
ISCO-08 यूनिट समूह — समान कोड वाले सभी व्यवसायों को यही मान मिलता है
यह इस साइट की गणना है, ILO द्वारा प्रकाशित आँकड़ा नहीं: इस साइट द्वारा ILO डेटासेट से जोड़े गए 1,012 व्यवसायों में से 1% इस मान के बराबर या उससे अधिक हैं।
यह स्रोत किस प्रकार का आँकड़ा प्रकाशित करता है
BLS की श्रेणी सापेक्ष रैंक है, निरपेक्ष स्तर नहीं, और यह प्रथम-हस्त माप भी नहीं है: यह कई प्रकाशित अध्ययनों में व्यवसाय की पर्सेंटाइल रैंकों को चार बैंडों में बांटती है। यह रोज़गार या वेतन का पूर्वानुमान नहीं है, न अपनाए जाने की संभावना, और यह स्वचालन और संवर्धन में अंतर नहीं करती।
Task-level exposure
केवल एक्सपोज़र वाले कार्य| Task | Claude.aiRaw / share % | APIRaw / share % |
|---|---|---|
Estimate market value of products or services.43-3021 | 0.006628.2 | 0.00232.6 |
Prepare itemized statements, bills, or invoices and record amounts due for items purchased or services rendered.43-3021 | 0.006126.0 | 0.031836.0 |
Resolve discrepancies in accounting records.43-3021 | 0.003715.9 | 0.00495.5 |
Monitor equipment to ensure proper operation.43-3021 | 0.00197.9 | 0.016218.4 |
Consult sources such as rate books, manuals, or insurance company representatives to determine specific charges or information such as rules, regulations, or government tax and tariff information.43-3021 | 0.00197.9 | 0.00333.7 |
Verify accuracy of billing data and revise any errors.43-3021 | 0.00187.5 | —0 |
Review documents such as purchase orders, sales tickets, charge slips, or hospital records to compute fees or charges due.43-3021 | 0.00166.6 | 0.022125.1 |
Contact customers to obtain or relay account information. | —0 | 0.00536.0 |
Compare previously prepared bank statements with canceled checks and reconcile discrepancies. | —0 | 0.00232.6 |
| Not observed on any surface — 21 task(s) — These tasks have no row in the source for this release. The 0 in the share row is a display-stage composition ratio; absence is what the — in the raw row states. | ||
Verify signatures and required information on checks. | —0 | —0 |
Post stop-payment notices to prevent payment of protested checks. | —0 | —0 |
Retrieve checks returned to customers in error, adjusting customer accounts and answering inquiries about errors as necessary. | —0 | —0 |
Route statements for mailing or over-the-counter delivery to customers. | —0 | —0 |
Fix minor problems, such as equipment jams, and notify repair personnel of major equipment problems. | —0 | —0 |
Encode and cancel checks, using bank machines. | —0 | —0 |
Take orders for imprinted checks. | —0 | —0 |
Maintain files of canceled checks and customers' signatures. | —0 | —0 |
Match statements with batches of canceled checks by account numbers. | —0 | —0 |
Weigh envelopes containing statements to determine correct postage and affix postage, using stamps or metering equipment. | —0 | —0 |
Load machines with statements, cancelled checks, or envelopes to prepare statements for distribution to customers or stuff envelopes by hand. | —0 | —0 |
Operate typing, adding, calculating, or billing machines. | —0 | —0 |
Perform bookkeeping work, including posting data or keeping other records concerning costs of goods or services or the shipment of goods. | —0 | —0 |
Keep records of invoices and support documents. | —0 | —0 |
Type billing documents, shipping labels, credit memorandums, or credit forms, using typewriters or computers. | —0 | —0 |
Answer mail or telephone inquiries regarding rates, routing, or procedures. | —0 | —0 |
Compute credit terms, discounts, shipment charges, or rates for goods or services to complete billing documents. | —0 | —0 |
Track accumulated hours and dollar amounts charged to each client job to calculate client fees for professional services, such as legal or accounting services. | —0 | —0 |
Review compiled data on operating costs and revenues to set rates. | —0 | —0 |
Compile reports of cost factors, such as labor, production, storage, or equipment. | —0 | —0 |
Update manuals when rates, rules, or regulations are amended. | —0 | —0 |
Values in this tab are predicted labels, not observations. Eloundou et al. (2023) published two rating regimes — human raters and GPT-4 — and the β shown here is derived from the GPT-4 rater basis alone; the same task can take a different value under the other regime. The unit and the meaning differ from the observed shares (%) in the other tabs, so do not place them on the same axis.
| Task | βE1 + 0.5 × E2 |
|---|---|
Post stop-payment notices to prevent payment of protested checks.O*NET Task ID 23237 | 1.0 |
Verify accuracy of billing data and revise any errors.O*NET Task ID 23238 | 1.0 |
Prepare itemized statements, bills, or invoices and record amounts due for items purchased or services rendered.O*NET Task ID 23240 | 1.0 |
Perform bookkeeping work, including posting data or keeping other records concerning costs of goods or services or the shipment of goods.O*NET Task ID 23241 | 1.0 |
Operate typing, adding, calculating, or billing machines.O*NET Task ID 23242 | 1.0 |
Resolve discrepancies in accounting records.O*NET Task ID 23243 | 1.0 |
Review documents, such as purchase orders, sales tickets, charge slips, or hospital records, to compute fees or charges due.O*NET Task ID 23245 | 1.0 |
Keep records of invoices and support documents.O*NET Task ID 23246 | 1.0 |
Route statements for mailing or over-the-counter delivery to customers.O*NET Task ID 23247 | 1.0 |
Compare previously prepared bank statements with canceled checks and reconcile discrepancies.O*NET Task ID 23251 | 1.0 |
Monitor equipment to ensure proper operation.O*NET Task ID 23248 | 0.0 |
Fix minor problems, such as equipment jams, and notify repair personnel of major equipment problems.O*NET Task ID 23249 | 0.0 |
Weigh envelopes containing statements to determine correct postage and affix postage, using stamps or metering equipment.O*NET Task ID 23250 | 0.0 |
Load machines with statements, cancelled checks, or envelopes to prepare statements for distribution to customers or stuff envelopes by hand.O*NET Task ID 23259 | 0.0 |
β = E1 + 0.5 × E2 · E1 = tasks where direct LLM access alone cuts time by at least 50%, E2 = tasks where software built on top of an LLM cuts time by at least 50%. Values take only 0 / 0.5 / 1.0.
Data sources & licenses — O*NET®, Anthropic Economic Index, Eloundou et al. (2023): see full notices on the Credits page