Period
to 20 February 2018

The following table provides summary statistics for permanent job vacancies advertised in Wales with a requirement for ETL skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited ETL over the 6 months to 20 February 2018 with a comparison to the same period in the previous 2 years.

Extract, Transform and Load (ETL)
UK > Wales
6 months to
20 Feb 2018
Same period 2017 Same period 2016
Rank 96 83 90
Rank change year-on-year -13 +7 -48
Permanent jobs citing ETL 46 63 62
As % of all permanent IT jobs advertised in Wales 2.39% 2.69% 2.32%
As % of the Processes & Methodologies category 2.62% 3.03% 2.80%
Number of salaries quoted 38 35 58
Wales median annual salary £40,000 £36,500 £37,500
Median salary % change year-on-year +9.59% -2.67% -
10th Percentile £31,250 £31,500 £28,000
90th Percentile £60,000 £57,000 £55,000
UK median annual salary £50,000 £50,000 £50,000

ETL 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 Wales with a requirement for process or methodology skills.

All Process and Methodology Skills
Wales
Permanent vacancies with a requirement for process or methodology skills 1,758 2,079 2,217
As % of all permanent IT jobs advertised in Wales 91.32% 88.92% 82.91%
Number of salaries quoted 1,440 1,749 1,911
Wales median annual salary £40,000 £37,500 £37,000
Median salary % change year-on-year +6.67% +1.35% +2.78%
10th Percentile £24,875 £23,000 £22,500
90th Percentile £57,500 £56,250 £54,000
UK median annual salary £50,000 £48,500 £47,500
% change year-on-year +3.09% +2.11% +5.56%

ETL
Job Vacancy Trend in Wales

Job postings citing ETL as a percentage of all IT jobs advertised in Wales.

Job vacancy trend for ETL in Wales

ETL
Salary Trend in Wales

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing ETL in Wales.

Salary trend for ETL in Wales

ETL
Salary Histogram in Wales

The salary distribution of IT jobs citing ETL in Wales over the 6 months to 20 February 2018.

Salary histogram for ETL in Wales

ETL
Job Locations in Wales

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing ETL within the Wales region over the 6 months to 20 February 2018. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 6 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Past 6 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
South Wales +13 33 £40,000 +9.59% 13
North Wales - 6 £36,250 -
West Wales +12 4 £62,750 +32.11% 1
Mid Wales -31 3 - -
ETL
UK

For the 6 months to 20 February 2018, IT jobs citing ETL also mentioned the following skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all permanent job ads across the Wales region with a requirement for ETL.

1 35 (76.09%) SQL
2 30 (65.22%) SQL Server Integration Services
3 29 (63.04%) SQL Server Reporting Services
4 23 (50.00%) SQL Server
5 22 (47.83%) Business Intelligence
6 19 (41.30%) Data Warehouse
7 14 (30.43%) Microsoft
7 14 (30.43%) T-SQL
8 13 (28.26%) SQL Server Analysis Services
9 12 (26.09%) Data Migration
9 12 (26.09%) Data Analysis
9 12 (26.09%) Migration
9 12 (26.09%) Finance
9 12 (26.09%) Big Data
10 11 (23.91%) Team Foundation Server
10 11 (23.91%) Data Modelling
10 11 (23.91%) Agile Software Development
11 9 (19.57%) Data Mapping
11 9 (19.57%) User Acceptance Testing
11 9 (19.57%) Data Management
11 9 (19.57%) SQL Server 2012
12 8 (17.39%) Analytics
12 8 (17.39%) Microsoft Azure
12 8 (17.39%) Kimball Methodology
12 8 (17.39%) Information Management
12 8 (17.39%) Dimensional Modelling
12 8 (17.39%) Microsoft Analysis Services
12 8 (17.39%) iSeries
12 8 (17.39%) Visual Studio
12 8 (17.39%) IBM

ETL
Co-occurring IT Skills in Wales 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 5 (10.87%) SharePoint
2 3 (6.52%) Apache Pig
2 3 (6.52%) Apache Spark
2 3 (6.52%) BizTalk Server
2 3 (6.52%) Oracle SOA Suite
3 2 (4.35%) Elasticsearch
Applications
1 1 (2.17%) Microsoft Excel
1 1 (2.17%) Microsoft Office
1 1 (2.17%) Spreadsheet
Business Applications
1 1 (2.17%) Oracle Receivables
Cloud Services
1 8 (17.39%) Microsoft Azure
2 3 (6.52%) Office 365
3 1 (2.17%) Amazon AWS
Communications & Networking
1 2 (4.35%) Ethernet
1 2 (4.35%) Wireless
Database & Business Intelligence
1 30 (65.22%) SQL Server Integration Services
2 29 (63.04%) SQL Server Reporting Services
3 23 (50.00%) SQL Server
4 19 (41.30%) Data Warehouse
5 13 (28.26%) SQL Server Analysis Services
6 12 (26.09%) Big Data
7 9 (19.57%) SQL Server 2012
8 8 (17.39%) Microsoft Analysis Services
9 7 (15.22%) Power BI
10 6 (13.04%) NoSQL
10 6 (13.04%) OLAP
11 5 (10.87%) Data Mining
12 4 (8.70%) Data Lake
12 4 (8.70%) MySQL
12 4 (8.70%) SQL Server 2014
13 3 (6.52%) Apache Cassandra
13 3 (6.52%) Apache Hive
13 3 (6.52%) Impala
13 3 (6.52%) MongoDB
13 3 (6.52%) SQL Server 2016
Development Applications
1 11 (23.91%) Team Foundation Server
2 8 (17.39%) Visual Studio
3 2 (4.35%) JIRA
3 2 (4.35%) Sonatype Nexus
3 2 (4.35%) Subversion
4 1 (2.17%) Oracle Forms
4 1 (2.17%) VSS/SourceSafe
General
1 12 (26.09%) Finance
2 3 (6.52%) Games
3 2 (4.35%) Law
3 2 (4.35%) Legal
4 1 (2.17%) Advertising
4 1 (2.17%) Retail
Job Titles
1 18 (39.13%) Developer
2 16 (34.78%) Data Engineer
3 10 (21.74%) Data Migration Engineer
3 10 (21.74%) Migration Engineer
4 7 (15.22%) Business Intelligence Developer
5 5 (10.87%) ETL Developer
5 5 (10.87%) SQL Developer
6 4 (8.70%) Analyst
6 4 (8.70%) Big Data Engineer
6 4 (8.70%) Senior Analyst
6 4 (8.70%) Senior Data Engineer
7 3 (6.52%) Cloud Engineer
7 3 (6.52%) Integration Analyst
7 3 (6.52%) Senior Cloud Engineer
7 3 (6.52%) Senior Developer
7 3 (6.52%) Senior Integration Analyst
7 3 (6.52%) SSIS Developer
7 3 (6.52%) SSRS Developer
8 2 (4.35%) Database Developer
8 2 (4.35%) Senior Database Developer
Libraries, Frameworks & Software Standards
1 7 (15.22%) Web Services
2 3 (6.52%) JSON
2 3 (6.52%) REST
2 3 (6.52%) SOAP
2 3 (6.52%) XML
3 2 (4.35%) .NET
3 2 (4.35%) HTML
3 2 (4.35%) Lucene
3 2 (4.35%) RESTful
4 1 (2.17%) .NET Framework
4 1 (2.17%) ASP.NET
4 1 (2.17%) ASP.NET MVC
4 1 (2.17%) ASP.NET MVC 4
4 1 (2.17%) ASP.NET MVC 5
4 1 (2.17%) ASP.NET Web API
4 1 (2.17%) Entity Framework
4 1 (2.17%) Pandas
4 1 (2.17%) WCF
Miscellaneous
1 8 (17.39%) iSeries
2 5 (10.87%) Analytical Skills
3 4 (8.70%) Management Information System
4 3 (6.52%) Data Structures
4 3 (6.52%) Enterprise Software
4 3 (6.52%) Virtual Team
5 2 (4.35%) Algorithms
5 2 (4.35%) Wiki
6 1 (2.17%) Computer Science
6 1 (2.17%) Greenfield Project
Operating Systems
1 2 (4.35%) Linux
Processes & Methodologies
1 22 (47.83%) Business Intelligence
2 12 (26.09%) Data Analysis
2 12 (26.09%) Data Migration
2 12 (26.09%) Migration
3 11 (23.91%) Agile Software Development
3 11 (23.91%) Data Modelling
4 9 (19.57%) Data Management
4 9 (19.57%) Data Mapping
4 9 (19.57%) User Acceptance Testing
5 8 (17.39%) Analytics
5 8 (17.39%) Dimensional Modelling
5 8 (17.39%) Information Management
5 8 (17.39%) Kimball Methodology
6 6 (13.04%) Data Transformation
6 6 (13.04%) Project Management
6 6 (13.04%) Scrum
7 5 (10.87%) SOA
8 4 (8.70%) Data Integration
8 4 (8.70%) Technical Architecture
8 4 (8.70%) Validation
Programming Languages
1 35 (76.09%) SQL
2 14 (30.43%) T-SQL
3 6 (13.04%) PL/SQL
4 3 (6.52%) C#
5 2 (4.35%) Java
5 2 (4.35%) Python
5 2 (4.35%) R
6 1 (2.17%) PHP
6 1 (2.17%) RPG
6 1 (2.17%) VBA
Qualifications
1 4 (8.70%) Degree
2 3 (6.52%) ITIL Certification
2 3 (6.52%) Microsoft Certification
2 3 (6.52%) Postgraduate
3 2 (4.35%) SC Cleared
3 2 (4.35%) Security Cleared
4 1 (2.17%) BPSS Clearance
4 1 (2.17%) Computer Science Degree
Quality Assurance & Compliance
1 4 (8.70%) Data Quality
2 3 (6.52%) QA
3 2 (4.35%) SLA
System Software
1 3 (6.52%) Apache Flume
Systems Management
1 2 (4.35%) Kibana
2 1 (2.17%) Systems Management Server (SMS)
Vendors
1 14 (30.43%) Microsoft
2 8 (17.39%) IBM
3 7 (15.22%) Oracle
4 3 (6.52%) Informatica
4 3 (6.52%) Talend
4 3 (6.52%) Teradata
5 1 (2.17%) Salesforce.com
5 1 (2.17%) Tableau