IS WORK OVER?

Automation index

How much of a Food engineer’s job can AI already do?

A plant balance and HACCP come earlier. Reformulating so it still tastes like food do not.

This percentage does not predict how many people will lose their jobs.

Task comparison

Food engineer

Where the time goes

Task weights are our estimates based on O*NET frequency data, not time shares published by O*NET.

The time saving for each task is estimated separately.

TaskShareAIPoints
Process, balances and shelf life.
Estimate

No public source provides a precise figure. This is our estimate.

18%48%+8.6
Plant, pasteurise and the batch that will not set.
Estimate

No public source provides a precise figure. This is our estimate.

16%22%+3.5
HACCP, labelling and the rules.
Estimate

No public source provides a precise figure. This is our estimate.

16%36%+5.8
Reformulate, costs and the ingredient supplier.
Estimate

No public source provides a precise figure. This is our estimate.

16%28%+4.5
Taste, marketing and not lying on the pack.
Estimate

No public source provides a precise figure. This is our estimate.

18%14%+2.5
That it tastes like food, and not shipping the bad batch.
Estimate

No public source provides a precise figure. This is our estimate.

16%12%+1.9
Total100%27%

Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low

Skills and activities

  • food process
  • shelf life
  • HACCP
  • reformulate
  • labelling
  • pasteurise
  • taste prototypes
  • plant balances

Sources for this job· O*NET 17-2021.00· ESCO/ISCO 2145

Marketing manager

Where the time goes

Task weights are our estimates based on O*NET frequency data, not time shares published by O*NET.

The time saving for each task is estimated separately.

TaskShareAIPoints
Formulate, direct, or coordinate marketing activities or policies to promote products or services, working with advertising or promotion managers.
Estimate

No public source provides a precise figure. This is our estimate.

22%28%+6.2
Identify, develop, or evaluate marketing strategy, based on knowledge of establishment objectives, market characteristics, and cost and markup factors.
Estimate

No public source provides a precise figure. This is our estimate.

16%28%+4.5
Direct the hiring, training, or performance evaluations of marketing or sales staff and oversee their daily activities.
Estimate

No public source provides a precise figure. This is our estimate.

12%28%+3.4
Evaluate the financial aspects of product development, such as budgets, expenditures, research and development appropriations, or return-on-investment and profit-loss projections.
Estimate

No public source provides a precise figure. This is our estimate.

7%48%+3.4
Consult with product development personnel on product specifications, such as design, color, or packaging.
Estimate

No public source provides a precise figure. This is our estimate.

6%28%+1.7
Compile lists describing product or service offerings.
Estimate

No public source provides a precise figure. This is our estimate.

6%28%+1.7
Use sales forecasting or strategic planning to ensure the sale and profitability of products, lines, or services, analyzing business developments and monitoring market trends.
Estimate

No public source provides a precise figure. This is our estimate.

6%48%+2.9
Develop pricing strategies, balancing firm objectives and customer satisfaction.
Estimate

No public source provides a precise figure. This is our estimate.

5%28%+1.4
Other less frequent tasks (weight estimated from frequency).
Estimate

No public source provides a precise figure. This is our estimate.

20%28%+5.6
Total100%31%

Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low

Skills and activities

  • channel marketing
  • sales strategies
  • company policies
  • implement marketing strategies
  • carry out naming strategies
  • perform customers’ needs analysis
  • manage staff
  • apply social media marketing
  • create annual marketing budget
  • set brand positioning

Sources for this job· O*NET 11-2021.00· ESCO/ISCO 2431

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