SpanSam Skills Intelligence

How often do employers ask for Data analysis?

This report measures Data analysis signals found in structured vacancy Requirements across SpanSam's current indexed opportunity inventory.

Snapshot: 14 Sept 2026 · 1389 current deduplicated opportunities analysed.

Matching vacancies65
Employers represented24
Share of covered Requirements5%
Requirements coverage92%
Current signal

What the 65 matches mean

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65 current opportunities mention Data analysis in structured Requirements. That is 5% of the 1281 current opportunities where SpanSam has usable Requirements.

Missing Requirements remain unknown. Responsibilities, employer descriptions, marketing copy and related-job text do not add to this count.

Employer breadth

Employers represented in this signal

The matches span 24 distinct meaningful employer names in the current inventory. This breadth helps prevent a single hiring burst from being presented as broad market demand.

  1. 1
    DEPARTMENT OF PUBLIC WORKS, ROADS AND INFRASTRUCTURE23% of matching vacancies
    15
  2. 2
    PROVINCIAL ADMINISTRATION: LIMPOPO14% of matching vacancies
    9
  3. 3
    DEPARTMENT OF HIGHER EDUCATION AND TRAINING6% of matching vacancies
    4
  4. 4
    NATIONAL PROSECUTING AUTHORITY5% of matching vacancies
    3
  5. 5
    Hire Resolve3% of matching vacancies
    2
  6. 6
    Smollan3% of matching vacancies
    2
  7. 7
    Bidvest Prestige2% of matching vacancies
    1
  8. 8
    BKB Ltd2% of matching vacancies
    1
Career context

Career Paths where Data analysis appears

Career links are shown only where at least three current matching vacancies fall into an existing published SpanSam Career Path.

Location context

Where the matching vacancies are located

These counts use the normalized province/region attached to current matching vacancies. Nationwide and unknown locations are not forced into a province.

  1. 1
    Gauteng15% of matching vacancies
    10
  2. 2
    Limpopo9% of matching vacancies
    6
  3. 3
    Eastern Cape5% of matching vacancies
    3
  4. 4
    KwaZulu-Natal5% of matching vacancies
    3
  5. 5
    Western Cape5% of matching vacancies
    3
  6. 6
    Mpumalanga2% of matching vacancies
    1
  7. 7
    Northern Cape2% of matching vacancies
    1
Public vs non-public

How the Requirements share differs by market segment

Public-sector: 37 matches among 427 covered vacancies (9%). Non-public: 16 among 541 (3%). The observed share is currently higher in the public-sector segment.

This segmentation reflects SpanSam source/employer signals and is not an official national labour-market estimate.

Qualification context

Qualifications mentioned alongside Data analysis

These are co-occurring qualification signals inside the same matching vacancies. They are mentions, not automatically minimum credentials.

  1. 1
    Degree34% of this Data analysis sample
    22
  2. 2
    Matric / Grade 1234% of this Data analysis sample
    22
  3. 3
    Diploma25% of this Data analysis sample
    16
  4. 4
    Certificate2% of this Data analysis sample
    1
Entry-level context

How much of this sample is explicitly entry-level?

5 of 65 matching vacancies (8%) meet SpanSam's conservative entry-level classifier. Ordinary “1–2 years experience” wording does not count as entry-level.

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Current evidence

Representative live vacancies

These are current examples behind the aggregate. Always open the vacancy itself for the complete Requirements, eligibility and application instructions.

Current vacancy

Ohs Inspector

DEPARTMENT OF EMPLOYMENT AND LABOUR

Labour Centre: Secunda
Current vacancy

Architect (Grade A-C)

DEPARTMENT OF PUBLIC WORKS, ROADS AND INFRASTRUCTURE

Polokwane, Limpopo

Methodology and limits

This report analyses current deduplicated opportunities indexed by SpanSam. It describes SpanSam's indexed inventory, not the entire South African labour market.

Signals are counted only from structured vacancy Requirements using the configured SpanSam taxonomy. Missing Requirements are unknown. Counts can change as vacancies open, close or are re-indexed.

Historical movement is not claimed on this topic page until sufficient real daily snapshots exist for a like-for-like comparison.

Current data quality: 1281 of 1389 current opportunities (92%) have usable structured Requirements.