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.
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)
High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.
High reliance on Reading Comprehension is a risk area. Consider developing complementary AI-resistant skills to maintain value.
High reliance on Information Ordering is a risk area. Consider developing complementary AI-resistant skills to maintain value.
Mathematics is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
Memorization is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
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)
Leadership is AI-resistant — strengthening this skill provides durable career protection.
Adaptability/Flexibility is AI-resistant — strengthening this skill provides durable career protection.
Coordination is AI-resistant — strengthening this skill provides durable career protection.
Complex Problem Solving is AI-resistant — strengthening this skill provides durable career protection.
Persuasion is AI-resistant — strengthening this skill provides durable career protection.
Instructing is AI-resistant — strengthening this skill provides durable career protection.
Social Perceptiveness is AI-resistant — strengthening this skill provides durable career protection.
Negotiation is AI-resistant — strengthening this skill provides durable career protection.
AI-Augmented Skills (7)
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
SQL Fundamentals Skill Track
by DataCamp
Estimated Impact
AI-Augmentation Tools
Learn to work alongside AI and boost your productivity
Cybersecurity Fundamentals Path
by Pluralsight
Estimated Impact
Strengthen Your Edge
Double down on skills AI can't replicate
Leading People and Teams Specialization
by University of Michigan
Estimated Impact
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
Prior Experience Needed
Work experience required to enter this job
Training Provided After Hiring
How long it typically takes to learn on the job
How AI Impacts Each Task
31 tasks analyzed
Supervise the activities of workers engaged in receiving, storing, testing, and shipping products or materials.
Plan, develop, or implement warehouse safety and security programs and activities.
Inspect physical conditions of warehouses, vehicle fleets, or equipment and order testing, maintenance, repairs, or replacements.
Respond to customers' or shippers' questions and complaints regarding storage and distribution services.
Develop and document standard and emergency operating procedures for receiving, handling, storing, shipping, or salvaging products or materials.
Review invoices, work orders, consumption reports, or demand forecasts to estimate peak delivery periods and to issue work assignments.
Monitor inventory levels of products or materials in warehouses.
Develop storage and distribution models that include factors such as warehouse locations, customer locations, or available transportation modes to maximize operational efficiency or sustainability.
Track and trace goods while they are en route to their destinations, expediting orders when necessary.
Participate in setting transportation and service rates.
Prepare and manage departmental budgets.
Issue shipping instructions and provide routing information to ensure that delivery times and locations are coordinated.
Evaluate locations for new warehouses or distribution networks to determine their potential usefulness.
Examine products or materials to estimate quantities or weight and type of container required for storage or transport.
Interview, select, and train warehouse and supervisory personnel.
Advise sales and billing departments of transportation charges for customers' accounts.
Prepare or direct preparation of correspondence, reports, and operations, maintenance, and safety manuals.
Arrange for necessary shipping documentation and contact customs officials to effect release of shipments.
Confer with department heads to coordinate warehouse activities, such as production, sales, records control, or purchasing.
Arrange for storage facilities when required.
Examine invoices and shipping manifests for conformity to tariff and customs regulations.
Evaluate contractors or business partners for operational efficiency or safety or environmental performance records.
Negotiate with carriers, warehouse operators, or insurance company representatives for services and preferential rates.
Evaluate freight or inventory costs associated with transit times to ensure that costs are appropriate.
Develop or implement plans for facility modification or expansion, such as equipment purchase or changes in space allocation or structural design.
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.
Schedule or monitor air or surface pickup, delivery, or distribution of products or materials.
Plan or implement environmental training programs and activities.
Evaluate the environmental implications of new warehouses or distribution networks.
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.
Select modes of transportation for the distribution of goods that minimize pollution, such as carbon output or other environmental impacts.
| Task | AI Capability | Risk | Time % | |
|---|---|---|---|---|
| Supervise the activities of workers engaged in receiving, storing, testing, and shipping products or materials. | 20Estimated | 23.0% | 5% | |
| Plan, develop, or implement warehouse safety and security programs and activities. | 50Estimated | 47.0% | 2% | |
| Inspect physical conditions of warehouses, vehicle fleets, or equipment and order testing, maintenance, repairs, or replacements. | 30Estimated | 39.0% | 2% | |
| Respond to customers' or shippers' questions and complaints regarding storage and distribution services. | 54.65Observed | 36.9% | 3% | |
| Develop and document standard and emergency operating procedures for receiving, handling, storing, shipping, or salvaging products or materials. | 60Estimated | 51.0% | 2% | |
| Review invoices, work orders, consumption reports, or demand forecasts to estimate peak delivery periods and to issue work assignments. | 92Estimated | 86.0% | 3% | |
| Monitor inventory levels of products or materials in warehouses. | 97Estimated | 88.0% | 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. | 65Estimated | 53.0% | 2% | |
| Track and trace goods while they are en route to their destinations, expediting orders when necessary. | 39.1Observed | 64.8% | 2% | |
| Participate in setting transportation and service rates. | 55Estimated | 49.0% | 1% | |
| Prepare and manage departmental budgets. | 50Estimated | 47.0% | 2% | |
| Issue shipping instructions and provide routing information to ensure that delivery times and locations are coordinated. | 97Estimated | 88.0% | 2% | |
| Evaluate locations for new warehouses or distribution networks to determine their potential usefulness. | 60Estimated | 51.0% | 1% | |
| Examine products or materials to estimate quantities or weight and type of container required for storage or transport. | 72Estimated | 78.0% | 2% | |
| Interview, select, and train warehouse and supervisory personnel. | 20Estimated | 23.0% | 2% | |
| Advise sales and billing departments of transportation charges for customers' accounts. | 92Estimated | 86.0% | 1% | |
| Prepare or direct preparation of correspondence, reports, and operations, maintenance, and safety manuals. | 51.35Observed | 69.7% | 2% | |
| Arrange for necessary shipping documentation and contact customs officials to effect release of shipments. | 87Estimated | 84.0% | 2% | |
| Confer with department heads to coordinate warehouse activities, such as production, sales, records control, or purchasing. | 20Estimated | 23.0% | 3% | |
| Arrange for storage facilities when required. | 87Estimated | 84.0% | 1% | |
| Examine invoices and shipping manifests for conformity to tariff and customs regulations. | 92Estimated | 86.0% | 2% | |
| Evaluate contractors or business partners for operational efficiency or safety or environmental performance records. | 50Estimated | 47.0% | 1% | |
| Negotiate with carriers, warehouse operators, or insurance company representatives for services and preferential rates. | 20Estimated | 23.0% | 2% | |
| Evaluate freight or inventory costs associated with transit times to ensure that costs are appropriate. | 60Estimated | 51.0% | 2% | |
| Develop or implement plans for facility modification or expansion, such as equipment purchase or changes in space allocation or structural design. | 50Estimated | 47.0% | 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. | 50Estimated | 47.0% | 1% | |
| Schedule or monitor air or surface pickup, delivery, or distribution of products or materials. | 97Estimated | 88.0% | 2% | |
| Plan or implement environmental training programs and activities. | 30Estimated | 27.0% | 1% | |
| Evaluate the environmental implications of new warehouses or distribution networks. | 60Estimated | 51.0% | 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. | 55Estimated | 49.0% | 45% | |
| Select modes of transportation for the distribution of goods that minimize pollution, such as carbon output or other environmental impacts. | 65Estimated | 53.0% | 1% |
Protective Factors
Total protective discount: 33.3%
Essential Soft Skills
Traits that are hard for AI to replicate
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
Explore other career paths
Compare displacement risk across occupations and find careers with stronger long-term prospects.
Alternate Career Paths
See all transitionsTransportation Managers
28%Median salary: $102,010
Higher risk than 29% of other occupations
Logisticians
30%Median salary: $80,880
Higher risk than 37% of other occupations
First-Line Supervisors of Transportation and Material-Moving Machine and Vehicle Operators
30%Higher risk than 41% of other occupations
Logistics Managers
32%Median salary: $102,010
Higher risk than 50% of other occupations
Supply Chain Managers
32%Median salary: $136,550
Higher risk than 51% of other occupations
First-Line Supervisors of Non-Retail Sales Workers
33%Median salary: $84,130
Higher risk than 54% of other occupations
Purchasing Managers
34%Median salary: $139,510
Higher risk than 60% of other occupations
First-Line Supervisors of Helpers, Laborers, and Material Movers, Hand
34%Higher risk than 62% of other occupations
Purchasing Agents, Except Wholesale, Retail, and Farm Products
38%Higher risk than 74% of other occupations
Logistics Analysts
40%Median salary: $80,880
Higher risk than 82% of other occupations
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
overall change