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: 04 Oct 2026 · 1433 current deduplicated opportunities analysed.

Matching vacancies55
Employers represented28
Share of covered Requirements4%
Requirements coverage92%
Current signal

What the 55 matches mean

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55 current opportunities mention Data analysis in structured Requirements. That is 4% of the 1320 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 28 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 AGRICULTURE7% of matching vacancies
    4
  2. 2
    DEPARTMENT OF SPORT, ARTS, CULTURE AND RECREATION7% of matching vacancies
    4
  3. 3
    NATIONAL PROSECUTING AUTHORITY5% of matching vacancies
    3
  4. 4
    DEPARTMENT OF COOPERATIVE GOVERNANCE AND TRADITIONAL AFFAIRS4% of matching vacancies
    2
  5. 5
    DEPARTMENT OF PUBLIC WORKS AND INFRASTRUCTURE4% of matching vacancies
    2
  6. 6
    DEPARTMENT OF TRANSPORT4% of matching vacancies
    2
  7. 7
    DEPARTMENT OF WATER AND SANITATION4% of matching vacancies
    2
  8. 8
    Smollan4% of matching vacancies
    2
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.

No published Career Path currently has enough matching jobs for a useful topic breakdown.

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
    Gauteng24% of matching vacancies
    13
  2. 2
    Western Cape18% of matching vacancies
    10
  3. 3
    KwaZulu-Natal9% of matching vacancies
    5
  4. 4
    Northern Cape4% of matching vacancies
    2
  5. 5
    Eastern Cape2% of matching vacancies
    1
  6. 6
    Free State2% of matching vacancies
    1
Public vs non-public

How the Requirements share differs by market segment

Public-sector: 25 matches among 393 covered vacancies (6%). Non-public: 17 among 603 (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
    Degree62% of this Data analysis sample
    34
  2. 2
    Diploma45% of this Data analysis sample
    25
  3. 3
    Matric / Grade 1236% of this Data analysis sample
    20
  4. 4
    Postgraduate qualification7% of this Data analysis sample
    4
  5. 5
    Certificate2% of this Data analysis sample
    1
Entry-level context

How much of this sample is explicitly entry-level?

7 of 55 matching vacancies (13%) 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.

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: 1320 of 1433 current opportunities (92%) have usable structured Requirements.