Skill Demand Index

Data and Reporting — Demand & Depth Analysis

Based on 1 scored job postings out of 3,786 total. Depth levels reflect actual proficiency tiers, not just keyword presence.

0%

Demand Rate

L4

Median Depth

0%

Gap Rate

1

Jobs Analyzed

L4100% of postings

Advanced

Most employers want Data and Reporting at lead-level proficiency, not surface awareness.

Overview

What is Data and Reporting?

Market context for Data and Reporting in the current job market

Data and Reporting is required in 0% of scored job postings on ShouldApply, making it a growing skill in the current job market. Employers looking for Data and Reporting typically want candidates who can demonstrate real proficiency, not just surface awareness.

What the data shows for Data and Reporting:

  • Required in 0% of all scored postingsdemand is growing as more employers add it to requirements
  • Employers typically expect L4 deptharchitect-level, not just familiarity
  • Most demand comes from HR / Recruiting roles100% of all Data and Reporting jobs

What L4 means in practice:

L4 (Advanced) means solving hard problems, optimizing workflows, and mentoring others. Employers want someone who can be the go-to person for Data and Reporting on their team.

This means employers aren't looking for someone who has used Data and Reporting once or twice. They want evidence of professional application — shipped work, measurable outcomes, and the ability to operate independently.

Common skill gaps:

The gap rate of 0% means most candidates have adequate Data and Reporting proficiency. To stand out, aim for L4-L5 depth with concrete evidence.

Which roles need Data and Reporting most:

HR / Recruiting positions drive 100% of demand. Skills commonly paired with Data and Reporting include Collaborative Experience and Customer Service.

Depth Level Distribution

Proficiency Distribution

How candidates match Data and Reporting requirements across 1 scored evaluations

L0 — Missing
0% (0)
L1 — Minimal
0% (0)
L2 — Basic
0% (0)
L3 — Proficient
0% (0)
L4 — Advanced
100% (1)
DOMINANT
L5 — Expert
0% (0)

Average depth: L4.0·Median depth: L4.0

Salary Correlation

Pay Impact

How Data and Reporting affects compensation based on postings with disclosed salary data

Without Data and Reporting

$139K

Median $130K

979 jobs

Skill Demand Insight

Data and Reporting appears in 0% of all scored jobs.”

From 1 scored job postings

Skill Pairings

Commonly Paired Skills

Other skills that frequently appear alongside Data and Reporting

Role Breakdown

Top Role Categories

Job categories most likely to require Data and Reporting

Gap Analysis

Gap Rate Explained

How often Data and Reporting is identified as a skill gap (L0–L1) in scored applications

0%

Very low gap rate — candidates generally have this skill

When Data and Reporting appears in a job's requirements, 0% of scored applicants received an L0 or L1 (missing or minimal).

A high gap rate signals strong hiring leverage for candidates who have it. A low gap rate means the skill is table stakes: not having it is a disqualifier.

Frequently Asked Questions

Is Data and Reporting in demand in 2026?

Yes. Data and Reporting appears in 0% of scored job postings on ShouldApply, making it a growing skill in the current market. Based on 1 analyzed jobs, demand is steady across multiple role types.

What level of Data and Reporting do most jobs require?

The median required depth is L4. Most employers want advanced proficiency — candidates who can lead projects and optimize processes.

Does knowing Data and Reporting increase salary?

Salary data for Data and Reporting is still accumulating.

What other skills pair with Data and Reporting?

The most common pairings are Collaborative Experience, Customer Service, Organizational and Time Management Skills, Full-lifecycle recruiting experience, Applicant Tracking Systems. Strengthening these alongside Data and Reporting improves your fit across more positions.

What roles need Data and Reporting the most?

Top roles: HR / Recruiting. HR / Recruiting positions have the highest demand at 100% of all Data and Reporting jobs.

How do I improve my Data and Reporting level?

L1→L2: online courses and personal projects. L2→L3: daily professional use and shipped work. L3→L4: mentoring others and optimizing processes. L4→L5: architecture decisions, open source contributions, or published work.

See how you stack up against Data and Reporting job requirements

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