tracking jobs in 2026 — demand, top roles hiring, and related skills

As of 2026-09-30, tracking appears in 326 job postings indexed by Skillenai over the past 90 days — Machine Learning Engineer has the most postings mentioning tracking, with demand share up 7.7% vs the prior 4 weeks.

Last updated · 90d ending 2026-09-30

Postings · last 90 days
326
Demand vs prior month
up 7.7% vs the prior 4 weeks
Top role · 12.3% of skill postings
Top hiring metro
Woburn

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Frequently asked questions about tracking

+Is tracking in demand in 2026?

Yes. tracking appears in 326 job postings indexed by Skillenai over the 90 days ending 2026-09-30. Machine Learning Engineer accounts for the most postings mentioning tracking (12.3% of all postings mentioning tracking).

+What jobs require tracking?

According to the Skillenai jobs index over the 90 days ending 2026-09-30, among roles with at least 20 postings, the highest shares mentioning tracking are Autonomy Engineer (25.0% of that role’s postings mention tracking), Deep Learning Engineer (15.2% of that role’s postings mention tracking), Perception Engineer (15.0% of that role’s postings mention tracking).

+What skills are commonly paired with tracking?

Across job postings indexed by Skillenai (90 days ending 2026-09-30), tracking most often appears alongside Python, computer vision, object detection, segmentation, C++.

+Where is tracking most in demand?

As of 2026-09-30, the metro areas posting the most jobs requiring tracking are Woburn, Berlin, Laurel, San Francisco, San Mateo, according to the Skillenai jobs index.

+How can I keep up with new tracking content and jobs?

Skillenai indexes news, blog posts, and research papers mentioning tracking alongside the jobs index. You can subscribe to a daily email digest of new tracking content from your Skillenai account.

+Which skills come before and after tracking?

The skill-flow chart shows skills documented in adjacent positions across observed employer changes. An outgoing skill is documented in the following position but not the preceding one. These are ideas to explore, not proven prerequisites, acquisition dates, or levels of mastery. Each ribbon counts employer moves with that skill pair; one move can contribute several pairs.

Weekly indexed postings requiring tracking — last 90 days

Salary distribution

Box = 25th–75th percentile · tick = median · whisker = 10th–90th · USD, annualized

Career paths around tracking

Skills documented before and after this skill across employer changes.

Historical career profiles · all locations

Skills before tracking

Before trackingpython → tracking: 3 observed employer moves with this skill pairsql → tracking: 2 observed employer moves with this skill pairFlask → tracking: 2 observed employer moves with this skill pairAWS → tracking: 2 observed employer moves with this skill pairML → tracking: 2 observed employer moves with this skill pairdata analysis → tracking: 2 observed employer moves with this skill pairTableau → tracking: 2 observed employer moves with this skill pairemployee engagement → tracking: 1 observed employer moves with this skill pairtrackingpython: 3 movespython3 movessql: 2 movessql2 movesFlask: 2 movesFlask2 movesAWS: 2 movesAWS2 movesML: 2 movesML2 movesdata analysis: 2 movesdata analysis2 movesTableau: 2 movesTableau2 movesemployee engagement: 1 movesemployeeengagement1 moves

Skills after tracking

After trackingtracking → Java: 2 observed employer moves with this skill pairtracking → HTML: 2 observed employer moves with this skill pairtracking → Costs: 1 observed employer moves with this skill pairtracking → Project Manager: 1 observed employer moves with this skill pairtracking → Greenfield: 1 observed employer moves with this skill pairtracking → Spreadsheets: 1 observed employer moves with this skill pairtracking → quotas: 1 observed employer moves with this skill pairtracking → low-rank factorizations: 1 observed employer moves with this skill pairtrackingJava: 2 movesJava2 movesHTML: 2 movesHTML2 movesCosts: 1 movesCosts1 movesProject Manager: 1 movesProject Manager1 movesGreenfield: 1 movesGreenfield1 movesSpreadsheets: 1 movesSpreadsheets1 movesquotas: 1 movesquotas1 moveslow-rank factorizations: 1 moveslow-rankfactorizations1 moves
How to read this chart · view counts

Each side is an independent set of observed employer moves, not the same people followed through three stages. Ribbon widths compare move counts within that side. Internal moves are not included.

The following position documents a skill that the preceding position does not. Skills must be linked to both positions, with clear dates and no overlap. One move can connect several skill pairs. These patterns suggest skills to explore; they do not establish prerequisites, when a skill was learned, or a higher skill level.

Source: Skillenai talent graph, historical career profiles. Historical descriptions and coverage can change. Only the leading published connections are shown.

Observed connections and move counts
ConnectionMoves
Before: python3
Before: sql2
Before: Flask2
Before: AWS2
Before: ML2
Before: data analysis2
Before: Tableau2
Before: employee engagement1
After: Java2
After: HTML2
After: Costs1
After: Project Manager1
After: Greenfield1
After: Spreadsheets1
After: quotas1
After: low-rank factorizations1

Roles most likely to require tracking

Among roles with at least 20 postings in the same period.

RolePostings mentioning skill% of role postings mentioning skill
Autonomy Engineer525.0%
Deep Learning Engineer515.2%
Perception Engineer315.0%
Computer Vision Engineer99.9%
Founding Product Engineer28.3%
Radar Systems Engineer48.2%
Marketing Program Manager26.7%
Robotics Engineer34.2%
Marketing Analytics Director13.7%
Researcher23.2%

Roles with the most tracking postings

RolePostings mentioning skillShare of skill postings
Machine Learning Engineer4012.3%
Systems Engineer206.1%
Technical Program Manager206.1%
Product Manager164.9%
Software Engineer164.9%
ML Engineer103.1%
Computer Vision Engineer92.8%
Solutions Architect61.8%
Autonomy Engineer51.5%
Deep Learning Engineer51.5%

Top companies posting jobs requiring tracking

Employers ranked by indexed job postings in the last 90 days.

Top companies posting jobs requiring tracking
CompanyPostings · 90 days
Skydio15
Anduril Industries15
Globalpr9
Snap9
Anduril8
Wayve8
RTX8
Johns Hopkins Applied Physics Laboratory8
Torcrobotics6
Databricks5

Job postings indexed over the past 90 days, grouped by resolved employer. Counts are postings, not hires. Companies without a published page appear without a link.

Top metros hiring for tracking

NamePostingsShare
Woburn164.9%
Berlin82.5%
Laurel82.5%
San Francisco82.5%
San Mateo72.1%
New York City61.8%
Sunnyvale51.5%
Waltham51.5%
Boston41.2%

Skills commonly paired with tracking

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How this was computed

Counts derive from the Skillenai jobs index over the 90 days ending 2026-09-30. Skills are resolved against the Skillenai canonical taxonomy, so the same entity is counted whether a posting writes 'Python', 'Python 3', or 'python'. Role prevalence divides postings mentioning tracking by all postings for each role in the same window, ranking roles with at least 20 postings. Role distribution divides each role’s tracking postings by all tracking postings, including postings without a role. Shares need not sum to 100% for the displayed roles. Pages refresh weekly (or daily for the top-50 most-requested skills). Adjusted posting share: 0.1% to 0.1%. Demand share change is the relative percentage change between these adjusted shares. Each employer-and-ATS group has at least 10 postings in each 90-day window; its earlier posting count supplies the same weight in both windows. The panel includes 2,595 identified employers and covers 68% of earlier and 72% of latest indexed postings. Windows: 2026-06-02 to 2026-08-31 and 2026-06-30 to 2026-09-28 (UTC; end dates excluded). The windows overlap by 62 days. Dates reflect indexing, not the employer’s posting date. This measures posting mix, not total hiring or market-wide demand. Matching excludes entrants and exits; changes in crawl completeness within an employer or ATS can still affect the result.

source
Skillenai jobs index, deduplicated daily
entity_id
6d691b8e9d08b198
data_as_of
2026-09-30
window_days
90
Hiring engineers who use tracking?

The demand, skills, and geo numbers on this page come from the same Skillenai labor market index that powers our API. Use it for compensation benchmarking, hiring-competition analysis, and skill-adoption tracking.

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Compiled by Jared Rand · Data sourced from the Skillenai labor market index