Takeover Tracker
27%medium risk
Park Naturalists
vs

29 shared · 38 different

core competencies

47%medium risk
Library Assistants, Clerical

Side-by-Side Comparison

MetricPark NaturalistsLibrary Assistants, Clerical
Risk Score26.8%47.2%
Risk TierMedium RiskMedium Risk
Risk Percentile24th95th
Tasks at Risk (>50%)5 / 1510 / 15
Median Salary$67,950$36,010
Employment26K80K

Skill Comparison

|

Sorted by largest difference

Interpreting the Meaning of Information for Others
Communicating with Persons Outside Organization
Education and Training
History and Archeology
Customer and Personal Service
Geography
Performing General Physical Activities
Thinking Creatively
Performing for or Working Directly with the Public
Training and Teaching Others
Speech Clarity
Originality

Protective Factors

Higher values indicate stronger protection against AI displacement

Park Naturalists

33%

total discount

Library Assistants, Clerical

25%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Park Naturalists

5 of 15 at risk
77%Assist with operations of general facilities, such as visitor centers.
57%Research stories regarding the area's natural history or environment.
55%Develop environmental educational programs and curricula for schools.
55%Survey park to determine forest conditions and distribution and abundance of fauna and flora.
52%Plan and develop audio-visual devices for public programs.

Library Assistants, Clerical

10 of 15 at risk
86%Enter and update patrons' records on computers.
86%Answer routine inquiries and refer patrons in need of professional assistance to librarians.
86%Maintain records of items received, stored, issued, and returned and file catalog cards according to system used.
86%Register new patrons and issue borrower identification cards that permit patrons to borrow books and other materials.
84%Manage reserve materials by placing items on reserve for library patrons, checking items in and out of library, and removing out-dated items.

Wage Comparison

Library Assistants, Clerical earns -$31,940(-47%) vs Park Naturalists
Park NaturalistsLibrary Assistants, Clerical
10th
$45,260$25,090
25th
$53,190$30,190
Median
$67,950$36,010
75th
$87,980$44,200
90th
$107,720$52,790

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Park Naturalists2028–2035
Library Assistants, Clerical2028–2035
20242030203520402045

Park Naturalists has a longer runway before significant displacement, projected 0 years later than Library Assistants, Clerical.

Risk-Adjusted Salary

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

Park Naturalists

$49,767

from $67,950

Library Assistants, Clerical

$19,028

from $36,010

After adjusting for AI risk, Park Naturalists offers $30,739 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Park

0

Unique to Library

Combined Protection Strategy

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

Creativity
Social Intelligence
Regulatory Barriers
Decision Complexity
Park NaturalistsLibrary Assistants, Clerical
Find transitions from Park NaturalistsFind transitions from Library Assistants, Clerical