AITakeover Tracker
34%medium risk

Storage and Distribution Managers

Plan, direct, or coordinate the storage or distribution operations within an organization or the activities of organizations that are engaged in storing or distributing materials or products.

Green Enhanced SkillsHigher risk than 62% of occupations

AI Impact Summary

Storage and Distribution Managers faces moderate AI displacement risk with a score of 34/100. This occupation has higher AI displacement risk than 62% of all analyzed occupations. Of 31 analyzed tasks, 9 are highly automatable, particularly routine cognitive tasks. Strong protective factors — including social intelligence, creativity, or regulatory barriers — significantly reduce effective risk.

Skill Impact Analysis

AI-Vulnerable Skills (6)

Mathematics10%

High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.

Reading Comprehension10%

High reliance on Reading Comprehension is a risk area. Consider developing complementary AI-resistant skills to maintain value.

Information Ordering5%

High reliance on Information Ordering is a risk area. Consider developing complementary AI-resistant skills to maintain value.

Mathematics10%

Mathematics is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

Memorization5%

Memorization is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

Programming15%

Programming is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

AI-Resistant Skills (11)

Leadership88%

Leadership is AI-resistant — strengthening this skill provides durable career protection.

Adaptability/Flexibility85%

Adaptability/Flexibility is AI-resistant — strengthening this skill provides durable career protection.

Coordination70%

Coordination is AI-resistant — strengthening this skill provides durable career protection.

Complex Problem Solving75%

Complex Problem Solving is AI-resistant — strengthening this skill provides durable career protection.

Persuasion80%

Persuasion is AI-resistant — strengthening this skill provides durable career protection.

Instructing75%

Instructing is AI-resistant — strengthening this skill provides durable career protection.

Social Perceptiveness90%

Social Perceptiveness is AI-resistant — strengthening this skill provides durable career protection.

Negotiation85%

Negotiation is AI-resistant — strengthening this skill provides durable career protection.

AI-Augmented Skills (7)

MonitoringCritical ThinkingWritingSystems AnalysisJudgment and Decision MakingActive LearningTechnology Design

Recommended Courses

Courses matched to Storage and Distribution Managers skill gaps, ranked by relevance to your displacement risk profile.

Get personalized recommendations. Answer a few questions about your experience and skills to get course suggestions tailored specifically to you.

Upskill to Reduce Risk

Courses addressing your most AI-vulnerable skills

DataCampbeginner

SQL Fundamentals Skill Track

by DataCamp

21 hours$25/mo4.7Certificate
Addresses vulnerability: Information Ordering

Estimated Impact

-7.1pt risk+$5K/yr salary

AI-Augmentation Tools

Learn to work alongside AI and boost your productivity

Pluralsightbeginner

Cybersecurity Fundamentals Path

by Pluralsight

30 hours$29/mo4.5Certificate
Enhances AI augmentation: Monitoring

Estimated Impact

-5.4pt risk+$6K/yr salary

Strengthen Your Edge

Double down on skills AI can't replicate

Courseraintermediate

Leading People and Teams Specialization

by University of Michigan

~6 weeks$49/mo4.7Certificate
Strengthens resilience: Leadership

Estimated Impact

-4.1pt risk+$7K/yr salary

We may earn a commission when you enroll through our links, at no extra cost to you. This helps fund the Takeover Tracker.

Risk reduction and salary impact are estimates based on skill gap analysis, course relevance, and labor market data. Actual results vary by individual circumstance.

Education & Training

Percentage of workers at each education and training level

Education Level

Less than High School4%
High School Diploma21%
Some College4%
Post-Secondary Certificate8%
Associate's Degree8%
Bachelor's Degree50%
Master's Degree4%

Prior Experience Needed

Work experience required to enter this job

None4%
Up to 1 month4%
1-2 years17%
2-4 years25%
4-6 years33%
6-8 years4%
8-10 years4%
Over 10 years8%

Training Provided After Hiring

How long it typically takes to learn on the job

None8%
Up to 1 month17%
1-3 months8%
3-6 months21%
6 months - 1 year21%
2-4 years17%
4-6 years8%

How AI Impacts Each Task

31 tasks analyzed

Supervise the activities of workers engaged in receiving, storing, testing, and shipping products or materials.

Risk: 23.0%AI: 20EstimatedTime: 5%

Plan, develop, or implement warehouse safety and security programs and activities.

Risk: 47.0%AI: 50EstimatedTime: 2%

Inspect physical conditions of warehouses, vehicle fleets, or equipment and order testing, maintenance, repairs, or replacements.

Risk: 39.0%AI: 30EstimatedTime: 2%

Respond to customers' or shippers' questions and complaints regarding storage and distribution services.

Risk: 36.9%AI: 54.65ObservedTime: 3%

Develop and document standard and emergency operating procedures for receiving, handling, storing, shipping, or salvaging products or materials.

Risk: 51.0%AI: 60EstimatedTime: 2%

Review invoices, work orders, consumption reports, or demand forecasts to estimate peak delivery periods and to issue work assignments.

Risk: 86.0%AI: 92EstimatedTime: 3%

Monitor inventory levels of products or materials in warehouses.

Risk: 88.0%AI: 97EstimatedTime: 3%

Develop storage and distribution models that include factors such as warehouse locations, customer locations, or available transportation modes to maximize operational efficiency or sustainability.

Risk: 53.0%AI: 65EstimatedTime: 2%

Track and trace goods while they are en route to their destinations, expediting orders when necessary.

Risk: 64.8%AI: 39.1ObservedTime: 2%

Participate in setting transportation and service rates.

Risk: 49.0%AI: 55EstimatedTime: 1%

Prepare and manage departmental budgets.

Risk: 47.0%AI: 50EstimatedTime: 2%

Issue shipping instructions and provide routing information to ensure that delivery times and locations are coordinated.

Risk: 88.0%AI: 97EstimatedTime: 2%

Evaluate locations for new warehouses or distribution networks to determine their potential usefulness.

Risk: 51.0%AI: 60EstimatedTime: 1%

Examine products or materials to estimate quantities or weight and type of container required for storage or transport.

Risk: 78.0%AI: 72EstimatedTime: 2%

Interview, select, and train warehouse and supervisory personnel.

Risk: 23.0%AI: 20EstimatedTime: 2%

Advise sales and billing departments of transportation charges for customers' accounts.

Risk: 86.0%AI: 92EstimatedTime: 1%

Prepare or direct preparation of correspondence, reports, and operations, maintenance, and safety manuals.

Risk: 69.7%AI: 51.35ObservedTime: 2%

Arrange for necessary shipping documentation and contact customs officials to effect release of shipments.

Risk: 84.0%AI: 87EstimatedTime: 2%

Confer with department heads to coordinate warehouse activities, such as production, sales, records control, or purchasing.

Risk: 23.0%AI: 20EstimatedTime: 3%

Arrange for storage facilities when required.

Risk: 84.0%AI: 87EstimatedTime: 1%

Examine invoices and shipping manifests for conformity to tariff and customs regulations.

Risk: 86.0%AI: 92EstimatedTime: 2%

Evaluate contractors or business partners for operational efficiency or safety or environmental performance records.

Risk: 47.0%AI: 50EstimatedTime: 1%

Negotiate with carriers, warehouse operators, or insurance company representatives for services and preferential rates.

Risk: 23.0%AI: 20EstimatedTime: 2%

Evaluate freight or inventory costs associated with transit times to ensure that costs are appropriate.

Risk: 51.0%AI: 60EstimatedTime: 2%

Develop or implement plans for facility modification or expansion, such as equipment purchase or changes in space allocation or structural design.

Risk: 47.0%AI: 50EstimatedTime: 1%

Develop or implement plans for storage and distribution activities that emphasize technological solutions for sustainability, such as investment in smart or eco-friendly containers, dynamic distribution networks, warehouse renovations, or fuel efficient fleets.

Risk: 47.0%AI: 50EstimatedTime: 1%

Schedule or monitor air or surface pickup, delivery, or distribution of products or materials.

Risk: 88.0%AI: 97EstimatedTime: 2%

Plan or implement environmental training programs and activities.

Risk: 27.0%AI: 30EstimatedTime: 1%

Evaluate the environmental implications of new warehouses or distribution networks.

Risk: 51.0%AI: 60EstimatedTime: 1%

Identify and implement carbon minimization activities to offset carbon emissions, such as by planting trees, purchasing carbon credits, or purchasing green technologies, such as air filtration or alternative energy vehicles or power.

Risk: 49.0%AI: 55EstimatedTime: 45%

Select modes of transportation for the distribution of goods that minimize pollution, such as carbon output or other environmental impacts.

Risk: 53.0%AI: 65EstimatedTime: 1%

Protective Factors

Total protective discount: 33.3%

Essential Soft Skills

Traits that are hard for AI to replicate

IntegrityDependabilityAttention to DetailLeadershipStress ToleranceCooperationAdaptability/FlexibilityInitiativeSelf ControlAnalytical ThinkingIndependencePersistence

Wage & Employment (2024)

Median Wage

$102,010

per year

Mean Wage

$116,010

per year

Employment

213K

workers

Wage Range

$61,200 - $180,590

10th - 90th pct

Wage Distribution

$61,200Median: $102,010$180,590
Career Planning

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Recommendations

Skills to Develop

These skills are at risk from AI automation. Storage and Distribution Managers professionals should diversify beyond them.

  • Mathematics

    High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.

  • Reading Comprehension

    High reliance on Reading Comprehension is a risk area. Consider developing complementary AI-resistant skills to maintain value.

  • Information Ordering

    High reliance on Information Ordering is a risk area. Consider developing complementary AI-resistant skills to maintain value.

  • Mathematics

    Mathematics is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

  • Memorization

    Memorization is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

Skills to Leverage

These human-centric skills remain difficult for AI to replicate. Double down here.

  • Leadership

    Leadership is AI-resistant — strengthening this skill provides durable career protection.

  • Adaptability/Flexibility

    Adaptability/Flexibility is AI-resistant — strengthening this skill provides durable career protection.

  • Coordination

    Coordination is AI-resistant — strengthening this skill provides durable career protection.

  • Complex Problem Solving

    Complex Problem Solving is AI-resistant — strengthening this skill provides durable career protection.

  • Persuasion

    Persuasion is AI-resistant — strengthening this skill provides durable career protection.

Tools to Adopt

AI can amplify these skills. Learn the tools that augment rather than replace your work.

  • Monitoring

    Monitoring will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.

  • Critical Thinking

    Critical Thinking will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.

  • Writing

    Writing will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.

  • Systems Analysis

    Systems Analysis will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.

  • Judgment and Decision Making

    Judgment and Decision Making will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.

Score History

Risk score over 3 scoring runs

-5.9

overall change

Checking for existing plan...