Ainxiety | Timber Tract Operations

Timber Tract Operations

# 486 overall · better than 68.3% of other industries

1.8/5Moderate Risk
AInxiety Score™

1/5

Regulatory Compliance

1/5

Workforce Flexibility

2/5

Complexity

2/5

Data Intensity

2/5

Adaptability

3/5

Capex Requirements

Timber tract operations face a mix of standardized and complex processes, requiring specialized skills and compliance with significant regulatory barriers. While there is potential for AI integration, particularly in data analysis and monitoring, the industry will likely retain a substantial human component due to the complexity and environmental considerations. Investment needs are balanced, and adaptability is moderate but not industry-wide.

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Timber Tract Operations

Should AI be regulated in this industry?

Yes

No

Risk composition of jobs in this industry

0 jobs in Forestry and Logging

45.9%

189,700

4.0Farmworkers and Laborers, Crop, Nursery, and Greenhouse

40.8%

18,120

2.8Logging Equipment Operators

17.4%

7,740

3.0Heavy and Tractor-Trailer Truck Drivers

6.7%

2,960

5.5%

2,460

2.3First-Line Supervisors of Farming, Fishing, and Forestry Workers

4.5%

1,990

3.1Logging Workers, All Other

4.1%

17,120

4.5Packers and Packagers, Hand

4.0%

1,770

4.2Office Clerks, General

3.5%

14,510

3.7Agricultural Equipment Operators

2.9%

12,160

3.5Farmworkers, Farm, Ranch, and Aquacultural Animals

2.9%

1,290

2.0Mobile Heavy Equipment Mechanics, Except Engines

2.2%

960

3.8Bookkeeping, Accounting, and Auditing Clerks

2.1%

8,600

4.2Graders and Sorters, Agricultural Products

2.0%

910

3.8Secretaries and Administrative Assistants, Except Legal, Medical, and Executive

1.6%

700

1.5General and Operations Managers

1.6%

6,480

2.0Animal Caretakers

1.4%

640

1.3%

550

4.1Sawing Machine Setters, Operators, and Tenders, Wood

1.2%

5,140

4.5Packaging and Filling Machine Operators and Tenders

1.0%

450

2.3Operating Engineers and Other Construction Equipment Operators

1.0%

440

4.0Laborers and Freight, Stock, and Material Movers, Hand

0.7%

2,710

3.0Farmers, Ranchers, and Other Agricultural Managers

0.6%

2,390

3.9Inspectors, Testers, Sorters, Samplers, and Weighers

0.6%

250

2.1Buyers and Purchasing Agents, Farm Products

0.6%

250

Industrial Truck and Tractor Operators

0.5%

2,100

3.6Pesticide Handlers, Sprayers, and Applicators, Vegetation

0.5%

2,120

4.3Shipping, Receiving, and Inventory Clerks

0.5%

2,050

3.3Landscaping and Groundskeeping Workers

0.5%

1,920

1.1Animal Trainers

0.5%

1,900

4.0Cleaners of Vehicles and Equipment

0.4%

180

1.5Managers, All Other

0.3%

1,460

2.3Commercial Pilots

0.3%

150

3.2Log Graders and Scalers

0.3%

150

2.2Bus and Truck Mechanics and Diesel Engine Specialists

0.3%

130

2.6First-Line Supervisors of Office and Administrative Support Workers

0.3%

120

3.2Light Truck Drivers

0.3%

1,070

3.0Agricultural Technicians

0.2%

980

2.2Animal Breeders

0.2%

930

2.8Agricultural Inspectors

0.2%

900

2.3Industrial Machinery Mechanics

0.2%

90

3.2Accountants and Auditors

0.2%

880

4.7Cleaning, Washing, and Metal Pickling Equipment Operators and Tenders

0.2%

90

3.0Agricultural Workers, All Other

0.2%

90

2.8Maintece and Repair Workers, General

0.2%

740

3.3Retail Salespersons

0.2%

760

3.8Helpers--Production Workers

0.2%

680

2.8Sales Representatives of Services, Except Advertising, Insurance, Financial Services, and Travel

0.2%

70

2.2First-Line Supervisors of Mechanics, Installers, and Repairers

0.2%

70

2.8First-Line Supervisors of Production and Operating Workers

0.2%

70

4.2Machine Feeders and Offbearers

0.2%

650

4.0Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders

0.1%

60

2.1Maintece Workers, Machinery

0.1%

620

3.2Production, Planning, and Expediting Clerks

0.1%

600

4.0Weighers, Measurers, Checkers, and Samplers, Recordkeeping

0.1%

620

2.5Industrial Production Managers

0.1%

60

2.3Sales Representatives, Wholesale and Manufacturing, Except Technical and Scientific Products

0.1%

60

1.5First-Line Supervisors of Construction Trades and Extraction Workers

0.1%

60

2.7Recycling Coordinators

0.1%

60

3.5Hoist and Winch Operators

0.1%

600

2.0Soil and Plant Scientists

0.1%

550

4.5Food Processing Workers, All Other

0.1%

550

2.5Human Resources Specialists

0.1%

50

2.8Business Operations Specialists, All Other

0.1%

490

3.9Stockers and Order Fillers

0.1%

50

2.8Administrative Services Managers

0.1%

50

0.1%

460

2.8First-Line Supervisors of Landscaping, Lawn Service, and Groundskeeping Workers

0.1%

450

2.2Financial Managers

0.1%

40

3.8Helpers--Installation, Maintece, and Repair Workers

0.1%

390

3.3Customer Service Representatives

0.1%

400

2.5Farm Labor Contractors

0.1%

40

2.7Occupational Health and Safety Specialists

0.1%

40

3.0Farm Equipment Mechanics and Service Technicians

0.1%

360

1.8Self-Enrichment Teachers

0.1%

30

1.8Construction Laborers

0.1%

320

4.0Food and Tobacco Roasting, Baking, and Drying Machine Operators and Tenders

0.1%

350

1.5Sales Managers

0.1%

30

3.8Maids and Housekeeping Cleaners

0.1%

30

2.3Outdoor Power Equipment and Other Small Engine Mechanics

0.1%

280

3.2Receptionists and Information Clerks

0.1%

280

3.3Executive Secretaries and Executive Administrative Assistants

0.1%

290

3.2Welders, Cutters, Solderers, and Brazers

0.1%

310

2.8Transportation, Storage, and Distribution Managers

0.1%

300

3.9Production Workers, All Other

0.1%

230

3.0Logisticians

0.1%

260

3.3Computer User Support Specialists

0.1%

250

4.1Conveyor Operators and Tenders

0.1%

210

2.8Sales Representatives, Wholesale and Manufacturing, Technical and Scientific Products

0.1%

220

3.0Human Resources Assistants, Except Payroll and Timekeeping

0.1%

210

3.0Facilities Managers

0.1%

210

3.1Market Research Analysts and Marketing Specialists

0.1%

210

1.7Animal Scientists

0.1%

190

3.1Food Scientists and Technologists

0.1%

220

3.1Food Science Technicians

0.0%

160

1.8Public Relations Specialists

0.0%

150

2.2First-Line Supervisors of Personal Service Workers

0.0%

180

4.8Data Entry Keyers

0.0%

180

1.8Aircraft Mechanics and Service Technicians

0.0%

160

3.8Crushing, Grinding, and Polishing Machine Setters, Operators, and Tenders

0.0%

150

3.8Mixing and Blending Machine Setters, Operators, and Tenders

0.0%

150

1.7Training and Development Specialists

0.0%

160

3.8Shuttle Drivers and Chauffeurs

0.0%

120

2.2Tree Trimmers and Pruners

0.0%

130

2.5First-Line Supervisors of Non-Retail Sales Workers

0.0%

140

3.7Dispatchers, Except Police, Fire, and Ambulance

0.0%

120

2.5Heating, Air Conditioning, and Refrigeration Mechanics and Installers

0.0%

130

0.5Chief Executives

0.0%

130

1.5Human Resources Managers

0.0%

130

2.2Project Management Specialists

0.0%

130

2.8Aircraft Service Attendants

0.0%

70

1.3Veterinarians

0.0%

70

1.3Veterinary Technologists and Technicians

0.0%

90

3.2First-Line Supervisors of Housekeeping and Janitorial Workers

0.0%

80

2.9Pest Control Workers

0.0%

80

2.8First-Line Supervisors of Entertainment and Recreation Workers, Except Gambling Services

0.0%

100

2.5First-Line Supervisors of Retail Sales Workers

0.0%

100

2.8Sales and Related Workers, All Other

0.0%

70

0.0%

100

2.0Electricians

0.0%

100

Miscellaneous Assemblers and Fabricators

0.0%

100

2.0Computer and Information Systems Managers

0.0%

90

3.2Purchasing Managers

0.0%

100

2.7Compliance Officers

0.0%

80

2.1Meeting, Convention, and Event Planners

0.0%

80

3.1Network and Computer Systems Administrators

0.0%

100

2.3Computer Occupations, All Other

0.0%

90

2.7Industrial Engineers

0.0%

90

3.0Driver/Sales Workers

0.0%

40

3.8Food Preparation Workers

0.0%

50

0.0%

60

3.8Billing and Posting Clerks

0.0%

40

3.5Procurement Clerks

0.0%

60

4.0Order Clerks

0.0%

60

3.7Office and Administrative Support Workers, All Other

0.0%

50

0.0%

50

2.0Installation, Maintece, and Repair Workers, All Other

0.0%

60

2.5Marketing Managers

0.0%

40

4.2Cost Estimators

0.0%

60

2.0Management Analysts

0.0%

40

3.0Compensation, Benefits, and Job Analysis Specialists

0.0%

40

2.4Financial and Investment Analysts

0.0%

50

2.5Computer Systems Analysts

0.0%

50

2.3Software Developers

0.0%

40

3.7Cooling and Freezing Equipment Operators and Tenders

0.0%

30

4.2Material Moving Workers, All Other

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