Period
to 24 November 2017

The following table provides summary statistics for permanent job vacancies advertised in Cardiff with a requirement for Data Analysis skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Analysis over the 6 months to 24 November 2017 with a comparison to the same period in the previous 2 years.

Data Analysis
South Wales > Cardiff
6 months to
24 Nov 2017
Same period 2016 Same period 2015
Rank 65 87 84
Rank change year-on-year +22 -3 +4
Permanent jobs citing Data Analysis 13 27 33
As % of all permanent IT jobs advertised in Cardiff 1.59% 1.96% 2.11%
As % of the Processes & Methodologies category 1.74% 2.20% 2.48%
Number of salaries quoted 12 27 26
Cardiff median annual salary £35,000 £35,000 £29,500
Median salary % change year-on-year - +18.64% -24.36%
10th Percentile £32,500 £27,000 £22,500
90th Percentile £40,900 £56,750 £55,625
South Wales median annual salary £37,612 £33,000 £32,500
% change year-on-year +13.98% +1.54% -16.13%

Data Analysis is in the Processes and Methodologies category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in Cardiff with a requirement for process or methodology skills.

All Process and Methodology Skills
Cardiff
Permanent vacancies with a requirement for process or methodology skills 749 1228 1331
As % of all permanent IT jobs advertised in Cardiff 91.68% 88.92% 85.16%
Number of salaries quoted 663 1112 1129
Cardiff median annual salary £39,000 £36,000 £36,500
Median salary % change year-on-year +8.33% -1.37% +4.29%
10th Percentile £24,250 £22,500 £23,500
90th Percentile £56,000 £55,000 £55,000
South Wales median annual salary £39,000 £37,500 £36,779
% change year-on-year +4.00% +1.96% +5.08%

Data Analysis
Job Vacancy Trend in Cardiff

Job postings citing Data Analysis as a percentage of all IT jobs advertised in Cardiff.

Job vacancy trend for Data Analysis in Cardiff

Data Analysis
Salary Trend in Cardiff

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Data Analysis in Cardiff.

Salary trend for Data Analysis in Cardiff

Data Analysis
Salary Histogram in Cardiff

The salary distribution of IT jobs citing Data Analysis in Cardiff over the 6 months to 24 November 2017.

Salary histogram for Data Analysis in Cardiff

For the 6 months to 24 November 2017, IT jobs citing Data Analysis also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all job ads across the Cardiff region with a requirement for Data Analysis.

1 9 (69.23%) SQL
2 8 (61.54%) ETL
3 6 (46.15%) Migration
3 6 (46.15%) Data Migration
4 5 (38.46%) Finance
5 4 (30.77%) Analytical Skills
5 4 (30.77%) Apache Spark
5 4 (30.77%) Data Integration
5 4 (30.77%) SQL Server Reporting Services
5 4 (30.77%) SQL Server Integration Services
5 4 (30.77%) Degree
5 4 (30.77%) Hadoop
5 4 (30.77%) MapReduce
5 4 (30.77%) Apache Hive
5 4 (30.77%) Apache Pig
6 3 (23.08%) Big Data
6 3 (23.08%) Visualisation
6 3 (23.08%) User Acceptance Testing
6 3 (23.08%) Data Mapping
6 3 (23.08%) Information Management
6 3 (23.08%) Games
6 3 (23.08%) Business Intelligence
6 3 (23.08%) Data Analytics
6 3 (23.08%) Analytics
6 3 (23.08%) ETL Development
7 2 (15.38%) IBM
7 2 (15.38%) Microsoft
7 2 (15.38%) SQL Server
7 2 (15.38%) Microsoft Excel
7 2 (15.38%) iSeries

Data Analysis
Co-occurring IT Skills in Cardiff by Category

The follow tables expand on the table above by listing co-occurrences grouped by category. The same job type, locality and period is covered with up to 20 co-occurrences shown in each of the following categories:

Application Platforms
1 4 (30.77%) Apache Pig
1 4 (30.77%) Apache Spark
2 1 (7.69%) SAS
Applications
1 2 (15.38%) Microsoft Excel
2 1 (7.69%) Microsoft Office
Communications & Networking
1 1 (7.69%) SMS
Database & Business Intelligence
1 4 (30.77%) Apache Hive
1 4 (30.77%) Hadoop
1 4 (30.77%) SQL Server Integration Services
1 4 (30.77%) SQL Server Reporting Services
2 3 (23.08%) Big Data
3 2 (15.38%) SQL Server
4 1 (7.69%) Data Warehouse
4 1 (7.69%) MySQL
General
1 5 (38.46%) Finance
2 3 (23.08%) Games
3 1 (7.69%) Advertising
3 1 (7.69%) Legal
3 1 (7.69%) Marketing
Job Titles
1 5 (38.46%) Analyst
1 5 (38.46%) Data Engineer
1 5 (38.46%) Data Migration Engineer
1 5 (38.46%) Migration Engineer
2 4 (30.77%) Data Analyst
3 3 (23.08%) Data Integration Analyst
3 3 (23.08%) Integration Analyst
4 1 (7.69%) Business Intelligence Analyst
4 1 (7.69%) Business Intelligence Data Analyst
4 1 (7.69%) Customer Analyst
4 1 (7.69%) Customer Insight Analyst
4 1 (7.69%) Developer
4 1 (7.69%) Infrastructure Engineer
4 1 (7.69%) Insight Analyst
4 1 (7.69%) Senior Developer
4 1 (7.69%) Senior SQL Developer
4 1 (7.69%) SQL Developer
Libraries, Frameworks & Software Standards
1 1 (7.69%) Pandas
Miscellaneous
1 4 (30.77%) Analytical Skills
2 2 (15.38%) iSeries
Processes & Methodologies
1 8 (61.54%) ETL
2 6 (46.15%) Data Migration
2 6 (46.15%) Migration
3 4 (30.77%) Data Integration
3 4 (30.77%) MapReduce
4 3 (23.08%) Analytics
4 3 (23.08%) Business Intelligence
4 3 (23.08%) Data Analytics
4 3 (23.08%) Data Mapping
4 3 (23.08%) ETL Development
4 3 (23.08%) Information Management
4 3 (23.08%) User Acceptance Testing
4 3 (23.08%) Visualisation
5 1 (7.69%) Agile Software Development
5 1 (7.69%) CHAID
5 1 (7.69%) Computer Forensics
5 1 (7.69%) Data Management
5 1 (7.69%) Operations Management
5 1 (7.69%) Project Management
5 1 (7.69%) Technical Architecture
Programming Languages
1 9 (69.23%) SQL
2 2 (15.38%) R
3 1 (7.69%) C++
3 1 (7.69%) Python
3 1 (7.69%) RPG
3 1 (7.69%) VBA
Qualifications
1 4 (30.77%) Degree
2 1 (7.69%) HND
2 1 (7.69%) Numerate Degree
Systems Management
1 1 (7.69%) Backup Exec
1 1 (7.69%) EMC NetWorker
1 1 (7.69%) NetBackup
1 1 (7.69%) Tivoli Storage Manager
Vendors
1 2 (15.38%) IBM
1 2 (15.38%) Microsoft
2 1 (7.69%) arcserve
2 1 (7.69%) Tableau