रसद विशेषज्ञ
परिवहन और सामग्री स्थानांतरणAI 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
0.157
0.000यहाँ दिए गए मानों की सीमा0.745मापक्रम, आधार और स्रोत
- डेटा स्रोत: ILOप्रकाशन: 2025
0.46
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 24% 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 % |
|---|---|---|
Develop an understanding of customers' needs and take actions to ensure that such needs are met.13-1081 | 0.040028.6 | 0.060040.0 |
Explain proposed solutions to customers, management, or other interested parties through written proposals and oral presentations.13-1081 | 0.020014.3 | 0.020013.3 |
Report project plans, progress, and results.13-1081 | 0.01007.1 | 0.030020.0 |
Support the development of training materials and technical manuals.13-1081 | 0.01007.1 | 0.01006.7 |
Develop or maintain cost estimates, forecasts, or cost models.13-1081 | 0.01007.1 | 0.01006.7 |
Enter logistics-related data into databases.13-1081 | 0.01007.1 | 0.01006.7 |
Develop proposals that include documentation for estimates.13-1081 | 0.01007.1 | 0.00000.0 |
Propose logistics solutions for customers.13-1081 | 0.01007.1 | 0.00000.0 |
Develop specifications for equipment, tools, facility layouts, or material-handling systems.13-1081 | 0.01007.1 | 0.00000.0 |
Compute reporting metrics, such as on-time delivery rates, order fulfillment rates, or inventory turns.13-1081 | 0.01007.1 | 0.00000.0 |
Prepare or validate documentation on automated logistics or maintenance-data reporting or management information systems.13-1081 | 0.00000.0 | 0.00000.0 |
Identify or develop business rules or standard operating procedures to streamline operating processes.13-1081 | 0.00000.0 | 0.00000.0 |
Analyze or interpret logistics data involving customer service, forecasting, procurement, manufacturing, inventory, transportation, or warehousing.13-1081 | 0.00000.0 | 0.00000.0 |
Monitor industry standards, trends, or practices to identify developments in logistics planning or execution.13-1081 | 0.00000.0 | 0.00000.0 |
Contact carriers for rates or schedules.13-1081 | 0.00000.0 | 0.00000.0 |
Prepare reports on logistics performance measures.13-1081 | 0.00000.0 | 0.00000.0 |
Maintain logistics records in accordance with corporate policies.13-1081 | 0.00000.0 | 0.00000.0 |
Apply analytic methods or tools to understand, predict, or control logistics operations or processes.13-1081 | 0.00000.0 | 0.00000.0 |
Provide project management services, including the provision and analysis of technical data.13-1081 | 0.00000.0 | —0 |
Conduct logistics studies or analyses, such as time studies, zero-base analyses, rate analyses, network analyses, flow-path analyses, or supply chain analyses.13-1081 | 0.00000.0 | —0 |
Provide logistics technology or information for effective and efficient support of product, equipment, or system manufacturing or service.13-1081 | 0.00000.0 | —0 |
Communicate with or monitor service providers, such as ocean carriers, air freight forwarders, global consolidators, customs brokers, or trucking companies.13-1081 | 0.00000.0 | —0 |
Review procedures, such as distribution or inventory management, to ensure maximum efficiency or minimum cost.13-1081 | 0.00000.0 | —0 |
Recommend improvements to existing or planned logistics processes.13-1081 | 0.00000.0 | —0 |
Prepare logistic strategies or conceptual designs for production facilities.13-1081 | 0.00000.0 | —0 |
Participate in the assessment and review of design alternatives and design change proposal impacts. | —0 | 0.00000.0 |
Contact potential vendors to determine material availability. | —0 | 0.00000.0 |
Identify cost-reduction or process-improvement logistic opportunities. | —0 | 0.00000.0 |
| Not observed on any surface — 54 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. | ||
Maintain and develop positive business relationships with a customer's key personnel involved in, or directly relevant to, a logistics activity. | —0 | —0 |
Direct availability and allocation of materials, supplies, and finished products. | —0 | —0 |
Collaborate with other departments as necessary to meet customer requirements, to take advantage of sales opportunities or, in the case of shortages, to minimize negative impacts on a business. | —0 | —0 |
Protect and control proprietary materials. | —0 | —0 |
Review logistics performance with customers against targets, benchmarks, and service agreements. | —0 | —0 |
Develop and implement technical project management tools, such as plans, schedules, and responsibility and compliance matrices. | —0 | —0 |
Direct team activities, establishing task priorities, scheduling and tracking work assignments, providing guidance, and ensuring the availability of resources. | —0 | —0 |
Direct and support the compilation and analysis of technical source data necessary for product development. | —0 | —0 |
Plan, organize, and execute logistics support activities, such as maintenance planning, repair analysis, and test equipment recommendations. | —0 | —0 |
Stay informed of logistics technology advances and apply appropriate technology to improve logistics processes. | —0 | —0 |
Redesign the movement of goods to maximize value and minimize costs. | —0 | —0 |
Manage subcontractor activities, reviewing proposals, developing performance specifications, and serving as liaisons between subcontractors and organizations. | —0 | —0 |
Manage the logistical aspects of product life cycles, including coordination or provisioning of samples, and the minimization of obsolescence. | —0 | —0 |
Perform system lifecycle cost analysis and develop component studies. | —0 | —0 |
Perform managerial duties such as hiring and training employees and overseeing facility needs or requirements. | —0 | —0 |
Interview key staff or tour facilities to identify efficiency-improvement, cost-reduction, or service-delivery opportunities. | —0 | —0 |
Direct the work of logistics analysts. | —0 | —0 |
Design plant distribution centers. | —0 | —0 |
Review contractual commitments, customer specifications, or related information to determine logistics or support requirements. | —0 | —0 |
Determine feasibility of designing new facilities or modifying existing facilities, based on factors such as cost, available space, schedule, technical requirements, or ergonomics. | —0 | —0 |
Determine logistics support requirements, such as facility details, staffing needs, or safety or maintenance plans. | —0 | —0 |
Evaluate effectiveness of current or future logistical processes. | —0 | —0 |
Apply logistics modeling techniques to address issues, such as operational process improvement or facility design or layout. | —0 | —0 |
Evaluate the use of inventory tracking technology, Web-based warehousing software, or intelligent conveyor systems to maximize plant or distribution center efficiency. | —0 | —0 |
Develop logistic metrics, internal analysis tools, or key performance indicators for business units. | —0 | —0 |
Evaluate the use of technologies, such as global positioning systems (GPS), radio-frequency identification (RFID), route navigation software, or satellite linkup systems, to improve transportation efficiency. | —0 | —0 |
Design comprehensive supply chains that minimize environmental impacts or costs. | —0 | —0 |
Develop or document reverse logistics management processes to ensure maximal efficiency of product recycling, reuse, or final disposal. | —0 | —0 |
Conduct environmental audits for logistics activities, such as storage, distribution, or transportation. | —0 | —0 |
Create models or scenarios to predict the impact of changing circumstances, such as fuel costs, road pricing, energy taxes, or carbon emissions legislation. | —0 | —0 |
Review global, national, or regional transportation or logistics reports for ways to improve efficiency or minimize the environmental impact of logistics activities. | —0 | —0 |
Determine requirements for compliance with environmental certification standards. | —0 | —0 |
Provide logistical facility or capacity planning analyses for distribution or transportation functions. | —0 | —0 |
Develop or document procedures to minimize or mitigate carbon output resulting from the movement of materials or products. | —0 | —0 |
Assess the environmental impact or energy efficiency of logistics activities, using carbon mitigation software. | —0 | —0 |
Identify opportunities for inventory reductions. | —0 | —0 |
Track product flow from origin to final delivery. | —0 | —0 |
Write or revise standard operating procedures for logistics processes. | —0 | —0 |
Provide ongoing analyses in areas such as transportation costs, parts procurement, back orders, or delivery processes. | —0 | —0 |
Manage systems to ensure that pricing structures adequately reflect logistics costing. | —0 | —0 |
Monitor inventory transactions at warehouse facilities to assess receiving, storage, shipping, or inventory integrity. | —0 | —0 |
Develop or maintain models for logistics uses, such as cost estimating or demand forecasting. | —0 | —0 |
Confer with logistics management teams to determine ways to optimize service levels, maintain supply-chain efficiency, or minimize cost. | —0 | —0 |
Interpret data on logistics elements, such as availability, maintainability, reliability, supply chain management, strategic sourcing or distribution, supplier management, or transportation. | —0 | —0 |
Analyze logistics data, using methods such as data mining, data modeling, or cost or benefit analysis. | —0 | —0 |
Remotely monitor the flow of vehicles or inventory, using Web-based logistics information systems to track vehicles or containers. | —0 | —0 |
Develop or maintain payment systems to ensure accuracy of vendor payments. | —0 | —0 |
Determine packaging requirements. | —0 | —0 |
Develop or maintain freight rate databases for use by supply chain departments to determine the most economical modes of transportation. | —0 | —0 |
Reorganize shipping schedules to consolidate loads, maximize vehicle usage, or limit the movement of empty vehicles or containers. | —0 | —0 |
Route or reroute drivers in real time with remote route navigation software, satellite linkup systems, or global positioning systems (GPS) to improve operational efficiencies. | —0 | —0 |
Arrange for sale or lease of excess storage or transport capacity to minimize losses or inefficiencies associated with empty space. | —0 | —0 |
Compare locations or environmental policies of carriers or suppliers to make transportation decisions with lower environmental impact. | —0 | —0 |
Enter carbon-output or environmental-impact data into spreadsheets or environmental management or auditing software programs. | —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 |
|---|---|
Report project plans, progress, and results.O*NET Task ID 8940 | 1.0 |
Support the development of training materials and technical manuals.O*NET Task ID 8947 | 1.0 |
Develop an understanding of customers' needs and take actions to ensure that such needs are met.O*NET Task ID 8933 | 0.5 |
Direct availability and allocation of materials, supplies, and finished products.O*NET Task ID 8934 | 0.5 |
Collaborate with other departments as necessary to meet customer requirements, to take advantage of sales opportunities or, in the case of shortages, to minimize negative impacts on a business.O*NET Task ID 8935 | 0.5 |
Review logistics performance with customers against targets, benchmarks, and service agreements.O*NET Task ID 8937 | 0.5 |
Develop and implement technical project management tools, such as plans, schedules, and responsibility and compliance matrices.O*NET Task ID 8938 | 0.5 |
Direct team activities, establishing task priorities, scheduling and tracking work assignments, providing guidance, and ensuring the availability of resources.O*NET Task ID 8939 | 0.5 |
Direct and support the compilation and analysis of technical source data necessary for product development.O*NET Task ID 8941 | 0.5 |
Explain proposed solutions to customers, management, or other interested parties through written proposals and oral presentations.O*NET Task ID 8942 | 0.5 |
Maintain and develop positive business relationships with a customer's key personnel involved in, or directly relevant to, a logistics activity.O*NET Task ID 8932 | 0.0 |
Protect and control proprietary materials.O*NET Task ID 8936 | 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
व्यावसायिक जानकारी
इस व्यवसाय से जुड़े हालिया बदलाव
मार्च 2026: Logistics coordinators par AI impact analysis evergreen blog post publish kiya: 18% job growth ke saath 42% automation risk. Demand forecasting 78% automation, vendor negotiation 38%.
[स्रोत: ACW Blog]