Driver/Sales Workers vs Cooks, Fast Food AI Risk

Job 1

Job 2

Job 1

Job 2

medium risk

Driver/Sales Workers

38 shared · 12 different

core competencies

medium risk

Cooks, Fast Food

Side-by-Side Comparison

Driver/Sales Workers leads 5–0

Metric	Driver/Sales Workers	Cooks, Fast Food
Risk Score	35.7%	46.3%
Risk Tier	Medium Risk	Medium Risk
Risk Percentile	68th	93th
Tasks at Risk (>50%)	4 / 12	12 / 15
Median Salary	$37,130	$30,160
Employment	417K	668K

Skill Comparison

Sorted by largest difference

Training and Teaching Others

Identifying Objects, Actions, and Events

Critical ThinkingAI-Augmented

Resolving Conflicts and Negotiating with Others

Service OrientationAI-Resistant

PersuasionAI-Resistant

Interacting With Computers

Performing General Physical Activities

Evaluating Information to Determine Compliance with Standards

Oral Expression

Communicating with Persons Outside Organization

Establishing and Maintaining Interpersonal Relationships

Protective Factors

Higher values indicate stronger protection against AI displacement

Driver/Sales Workers

24%

total discount

Cooks, Fast Food

23%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Driver/Sales Workers

4 of 12 at risk

87%Record sales or delivery information on daily sales or delivery record.

86%Write customer orders and sales contracts according to company guidelines.

76%Collect money from customers, make change, and record transactions on customer receipts.

54%Arrange merchandise and sales promotion displays or issue sales promotion materials to customers.

49%Review lists of dealers, customers, or station drops and load trucks.

Cooks, Fast Food

12 of 15 at risk

88%Take food and drink orders and receive payment from customers.

76%Verify that prepared food meets requirements for quality and quantity.

75%Read food order slips or receive verbal instructions as to food required by patron, and prepare and cook food according to instructions.

61%Prepare and serve beverages, such as coffee or fountain drinks.

59%Prepare specialty foods, such as pizzas, fish and chips, sandwiches, or tacos, following specific methods that usually require short preparation time.

Wage Comparison

Cooks, Fast Food earns -$6,970(-19%) vs Driver/Sales Workers

Driver/Sales WorkersCooks, Fast Food

10th

$21,760$22,370

25th

$29,120$26,540

Median

$37,130$30,160

75th

$47,590$35,710

90th

$59,730$38,980

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Driver/Sales Workers2028–2035

Cooks, Fast Food2028–2035

20242030203520402045

Driver/Sales Workers has a longer runway before significant displacement, projected 0 years later than Cooks, Fast Food.

Risk-Adjusted Salary

Salary weighted by displacement risk: salary × (1 − risk%)

Driver/Sales Workers

$23,860

from $37,130

Cooks, Fast Food

$16,211

from $30,160

After adjusting for AI risk, Driver/Sales Workers offers $7,649 more in risk-adjusted pay.

Transition Feasibility

Skill Overlap

Low overlap — significant retraining needed for transition

Unique to Driver/Sales

Unique to Cooks,

Combined Protection Strategy

Regardless of which path you choose, focus on these protective factors

Creativity

Fine Manipulation

Social Intelligence

Regulatory Barriers

Driver/Sales WorkersCooks, Fast Food

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