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MBA in International Trade & Business

verdict slip · printed 1 Aug 2026 · sources on every line

how to read this slip
stays humanthe evidence says this stays human led
with AIdone faster with AI in the loop: still needs you
shiftingthe evidence says AI already reaches this one
no data yetno source covers it yet, so we don't guess

STAYS HUMAN16
with AI21
shifting11
tasks charted · feeds 6 jobs48
of 48 charted tasks: 16 stay human · 21 run with AI in the loop · 11 are shifting. counts only: we don't do scores.

Chief Executives[feeds: source]
Direct or coordinate an organization's financial or budget activities to fund operations, maximize investments, or increase efficiency.stays human

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Appoint department heads or managers and assign or delegate responsibilities to them.stays human

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Analyze operations to evaluate performance of a company or its staff in meeting objectives or to determine areas of potential cost reduction, program improvement, or policy change.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Direct, plan, or implement policies, objectives, or activities of organizations or businesses to ensure continuing operations, to maximize returns on investments, or to increase productivity.stays human

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Prepare budgets for approval, including those for funding or implementation of programs.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Confer with board members, organization officials, or staff members to discuss issues, coordinate activities, or resolve problems.stays human

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Implement corrective action plans to solve organizational or departmental problems.shifting

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Direct human resources activities, including the approval of human resource plans or activities, the selection of directors or other high-level staff, or establishment or organization of major departments.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
General and Operations Managers[feeds: source]
Review financial statements, sales or activity reports, or other performance data to measure productivity or goal achievement or to identify areas needing cost reduction or program improvement.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Direct and coordinate activities of businesses or departments concerned with the production, pricing, sales, or distribution of products.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Direct administrative activities directly related to making products or providing services.stays human

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Prepare staff work schedules and assign specific duties.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Monitor suppliers to ensure that they efficiently and effectively provide needed goods or services within budgetary limits.stays human

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Direct or coordinate financial or budget activities to fund operations, maximize investments, or increase efficiency.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Establish or implement departmental policies, goals, objectives, or procedures in conjunction with board members, organization officials, or staff members.shifting

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Perform personnel functions, such as selection, training, or evaluation.stays human

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Business Teachers, Postsecondary[feeds: source]
Prepare and deliver lectures to undergraduate or graduate students on topics such as financial accounting, principles of marketing, and operations management.stays human

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Evaluate and grade students' class work, assignments, and papers.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Initiate, facilitate, and moderate classroom discussions.stays human

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Prepare course materials, such as syllabi, homework assignments, and handouts.shifting

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Keep abreast of developments in the field by reading current literature, talking with colleagues, and participating in professional organizations and conferences.stays human

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Plan, evaluate, and revise curricula, course content, and course materials and methods of instruction.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Maintain student attendance records, grades, and other required records.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Conduct research in a particular field of knowledge and publish findings in professional journals, books, or electronic media.shifting

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Business Continuity Planner[feeds: source]
Develop emergency management plans for recovery decision making and communications, continuity of critical departmental processes, or temporary shut-down of non-critical departments to ensure continuity of operation and governance.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Develop disaster recovery plans for physical locations with critical assets, such as data centers.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Test documented disaster recovery strategies and plans.stays human

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Analyze impact on, and risk to, essential business functions or information systems to identify acceptable recovery time periods and resource requirements.stays human

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Write reports to summarize testing activities, including descriptions of goals, planning, scheduling, execution, results, analysis, conclusions, and recommendations.shifting

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Review existing disaster recovery, crisis management, or business continuity plans.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Create scenarios to reestablish operations from various types of business disruptions.shifting

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Establish, maintain, or test call trees to ensure appropriate communication during disaster.stays human

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Sustainability Specialist[feeds: source]
Develop sustainability project goals, objectives, initiatives, or strategies in collaboration with other sustainability professionals.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Monitor or track sustainability indicators, such as energy usage, natural resource usage, waste generation, and recycling.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Assess or propose sustainability initiatives, considering factors such as cost effectiveness, technical feasibility, and acceptance.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Provide technical or administrative support for sustainability programs or issues.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Review and revise sustainability proposals or policies.shifting

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Develop reports or presentations to communicate the effectiveness of sustainability initiatives.shifting

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Create or maintain plans or other documents related to sustainability projects.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Collect information about waste stream management or green building practices to inform decision makers.shifting

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Online Merchant[feeds: source]
Fill customer orders by packaging sold items and documentation for direct shipping or by transferring orders to manufacturers or third-party distributors.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Receive and process payments from customers, using electronic transaction services.stays human

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Create, manage, or automate orders or invoices, using order management or invoicing software.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Deliver e-mail confirmation of completed transactions and shipment.shifting

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Correspond with online customers via electronic mail, telephone, or other electronic messaging to address questions or complaints about products, policies, or shipping methods.shifting

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Purchase new or used items from online or physical sources for resale via retail or auction Web site.stays human

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Determine and set product prices.stays human

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Calculate purchase subtotals, taxes, and shipping costs for submission to customers.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗

the delta: what moves your picture
#1 Directing AI to draft disruption or recovery scenarios, then stress-testing them against real operational limits
In MBA in International Trade & Business' own task ledger, Business Continuity Planner's "Review existing disaster recovery, crisis management, or business continuity…" rates augmented and Sustainability Specialist's "Create or maintain plans or other documents related to sustainability projects" rates augmented; 2 of the 3 matched rows here rate augmented and 1 rates exposed. Stress-testing a recovery scenario against real staffing and budget limits is what keeps a continuity plan one that would actually work, not just read well. first step: SBA: Prepare your business for emergencies (free, official) · free · ~15 min
#2 Rebuilding an AI-drafted performance or findings report from the underlying data before it goes to a decision-maker
Among MBA in International Trade & Business' matched ledger rows, Chief Executives' "Analyze operations to evaluate performance of a company or its staff in…" rates augmented and General and Operations Managers' "Review financial statements, sales or activity reports, or other performance…" rates augmented; all 2 matched rows here rate augmented. Rebuilding the headline figures yourself is what keeps a findings report something a decision-maker can act on without a second check. first step: Google Sheets Help: Create, edit, and format a report from raw data (pivot tables) · free · ~15 min
#3 Checking an AI-drafted budget or cost estimate line by line against real invoices and quotes
Looking at the roles MBA in International Trade & Business feeds into, Chief Executives' "Prepare budgets for approval, including those for funding or implementation of…" rates augmented and General and Operations Managers' "Direct or coordinate financial or budget activities to fund operations,…" rates augmented; all 2 matched rows here rate augmented. Tracing every line back to a real invoice or quote is what keeps a budget defensible when the money actually moves. first step: SBA: Write your business plan (budgeting and cost-estimate basics) · free · ~20 min
* THE HONESTY BOX
“not cooked” ≠ “nothing changes.” 21 of your 48 charted tasks already run with AI in the loop. this slip shows only what we could source: where studies disagree, we print both. nobody can promise outcomes; anyone who does is selling something.

Task-level AI evidence on this page is largely US-scoped research; local pay and market context differ.
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