Not cooked*

chartmypath.io/AICookedMyDegree

Master in International Human Resource Management

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 HUMAN15

with AI28

shifting14

no data yet (no source, no guess)1

tasks charted · feeds 8 jobs57

of 57 charted tasks: 15 stay human · 28 run with AI in the loop · 14 are shifting. 1 more are no data yet: no source, no guess. counts only: we don't do scores.

Compliance Officer / Compliance Specialist[feeds: source]

Evaluating applications, records, or documents to determine license/permit issuance or eligibility, and to check compliance with laws and regulationswith AI

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

open source ↗

Preparing reports of compliance activities, evaluations, or recommendationswith AI

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

open source ↗

Keeping informed of changes in laws, regulations, or policies relevant to the compliance areawith AI

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

open source ↗

Visiting establishments to verify compliance with licensing or permit requirementsstays human

"Labor market impacts of AI: a new measure and early evidence" (2026-03) · dated 2026-03.

open source ↗

Warning violators of infractions or penalties; advising licensees or applicants about license/permit regulationsno data yet

O*NET OnLine occupation profiles (task + detail pages) · dated 2026-07.

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 ↗

Compensation and Benefits Manager[feeds: source]

Design, evaluate, and modify benefits policies to ensure that programs are current, competitive, and in compliance with legal requirements.with AI

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

open source ↗

Analyze compensation policies, government regulations, and prevailing wage rates to develop competitive compensation plan.with AI

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

open source ↗

Administer, direct, and review employee benefit programs, including the integration of benefit programs following mergers and acquisitions.stays human

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

open source ↗

Fulfill all reporting requirements of all relevant government rules and regulations, including the Employee Retirement Income Security Act (ERISA).with AI

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

open source ↗

Formulate policies, procedures and programs for recruitment, testing, placement, classification, orientation, benefits and compensation, and labor and industrial relations.shifting

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

open source ↗

Direct preparation and distribution of written and verbal information to inform employees of benefits, compensation, and personnel policies.with AI

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

open source ↗

Manage the design and development of tools to assist employees in benefits selection, and to guide managers through compensation decisions.with AI

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

open source ↗

Prepare detailed job descriptions and classification systems and define job levels and families, in partnership with other managers.with AI

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

open source ↗

Human Resources Manager[feeds: source]

Serve as a link between management and employees by handling questions, interpreting and administering contracts and helping resolve work-related problems.with AI

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

open source ↗

Advise managers on organizational policy matters, such as equal employment opportunity and sexual harassment, and recommend needed changes.shifting

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

open source ↗

Perform difficult staffing duties, including dealing with understaffing, refereeing disputes, firing employees, and administering disciplinary procedures.stays human

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

open source ↗

Negotiate bargaining agreements and help interpret labor contracts.with AI

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

open source ↗

Identify staff vacancies and recruit, interview, and select applicants.stays human

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

open source ↗

Prepare personnel forecast to project employment needs.shifting

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

open source ↗

Training and Development Manager[feeds: source]

Analyze training needs to develop new training programs or modify and improve existing programs.with AI

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

open source ↗

Evaluate instructor performance and the effectiveness of training programs, providing recommendations for improvement.with AI

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

open source ↗

Plan, develop, and provide training and staff development programs, using knowledge of the effectiveness of methods such as classroom training, demonstrations, on-the-job training, meetings, conferences, and workshops.with AI

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

open source ↗

Prepare training budget for department or organization.with AI

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

open source ↗

Confer with management and conduct surveys to identify training needs based on projected production processes, changes, and other factors.stays human

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

open source ↗

Develop and organize training manuals, multimedia visual aids, and other educational materials.with AI

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

open source ↗

Develop testing and evaluation procedures.with AI

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

open source ↗

Train instructors and supervisors in techniques and skills for training and dealing with employees.with AI

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

open source ↗

Human Resources Specialist[feeds: source]

Interpret and explain human resources policies, procedures, laws, standards, or regulations.shifting

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

open source ↗

Hire employees and process hiring-related paperwork.with AI

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

open source ↗

Address employee relations issues, such as harassment allegations, work complaints, or other employee concerns.with AI

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

open source ↗

Inform job applicants of details such as duties and responsibilities, compensation, benefits, schedules, working conditions, or promotion opportunities.stays human

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

open source ↗

Interview job applicants to obtain information on work history, training, education, or job skills.stays human

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

open source ↗

Perform searches for qualified job candidates, using sources such as computer databases, networking, Internet recruiting resources, media advertisements, job fairs, recruiting firms, or employee referrals.stays human

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

open source ↗

Develop or implement recruiting strategies to meet current or anticipated staffing needs.shifting

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

open source ↗

Compensation, Benefits, and Job Analysis Specialist[feeds: source]

Evaluate job positions, determining classification, exempt or non-exempt status, and salary.stays human

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

open source ↗

Ensure company compliance with federal and state laws, including reporting requirements.stays human

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

open source ↗

Prepare occupational classifications, job descriptions, and salary scales.shifting

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

open source ↗

Provide advice on the resolution of classification and salary complaints.with AI

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

open source ↗

Research job and worker requirements, structural and functional relationships among jobs and occupations, and occupational trends.with AI

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

open source ↗

Advise managers and employees on state and federal employment regulations, collective agreements, benefit and compensation policies, personnel procedures, and classification programs.with AI

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

open source ↗

Perform multifactor data and cost analyses that may be used in areas such as support of collective bargaining agreements.with AI

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

open source ↗

Prepare reports, such as organization and flow charts and career path reports, to summarize job analysis and evaluation and compensation analysis information.shifting

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

open source ↗

Training and Development Specialist[feeds: source]

Present information with a variety of instructional techniques or formats, such as role playing, simulations, team exercises, group discussions, videos, or lectures.shifting

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

open source ↗

Obtain, organize, or develop training procedure manuals, guides, or course materials, such as handouts or visual materials.shifting

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

open source ↗

Evaluate modes of training delivery, such as in-person or virtual, to optimize training effectiveness, training costs, or environmental impacts.stays human

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

open source ↗

Offer specific training programs to help workers maintain or improve job skills.shifting

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

open source ↗

Assess training needs through surveys, interviews with employees, focus groups, or consultation with managers, instructors, or customer representatives.stays human

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

open source ↗

Monitor, evaluate, or record training activities or program effectiveness.with AI

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

open source ↗

Design, plan, organize, or direct orientation and training programs for employees or customers.shifting

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

open source ↗

Develop alternative training methods if expected improvements are not seen.shifting

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

open source ↗

the delta: what moves your picture

#1 Using AI to draft recruiting and staffing plans, then checking the numbers against real headcount and budget

In Master in International Human Resource Management's own task ledger, Human Resources Manager's "Prepare personnel forecast to project employment needs" rates exposed and Human Resources Specialist's "Hire employees and process hiring-related paperwork" rates augmented; 2 of the 5 matched rows here rate augmented and 3 rate exposed. Checking a staffing plan's headcount and budget against the real approved numbers is what keeps a recruiting plan something hiring managers can actually run on. first step: CareerOneStop (U.S. Dept. of Labor): Employers hiring & staffing resources (free) · free · ~15 min

#2 Drafting standard operating procedures and internal policy with AI, verified against the actual legal or regulatory requirement

Among Master in International Human Resource Management's matched ledger rows, Compensation and Benefits Manager's "Design, evaluate, and modify benefits policies to ensure that programs are…" rates augmented and Human Resources Manager's "Advise managers on organizational policy matters, such as equal employment…" rates exposed; 1 of the 3 matched rows here rates augmented and 2 rate exposed. Checking every rule against the real law or standard before staff start following it is what keeps a procedure manual safe to hand out. first step: OSHA: How to develop a written program (SOP structure basics) · free · ~15 min

#3 Directing AI to draft job classifications and salary scales, then checking them against the real market and classification standard

Looking at the roles Master in International Human Resource Management feeds into, Compensation and Benefits Manager's "Analyze compensation policies, government regulations, and prevailing wage…" rates augmented and Compensation, Benefits, and Job Analysis Specialist's "Prepare occupational classifications, job descriptions, and salary scales" rates exposed; 3 of the 4 matched rows here rate augmented and 1 rates exposed. Checking a proposed pay grade against the real classification standard and market data is what keeps a compensation decision defensible. first step: U.S. OPM: Classification and Qualifications policy guidance · free · ~15 min

* THE HONESTY BOX
“not cooked” ≠ “nothing changes.” 28 of your 57 charted tasks already run with AI in the loop, and 1 task has no source at all: marked unlisted, not estimated. 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.

chartmypath.io/AICookedMyDegree · no account · results private by default