Period
to 16 February 2019

The following table provides summary statistics for permanent job vacancies advertised in the South West 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 16 February 2019 with a comparison to the same period in the previous 2 years.

Extract, Transform and Load (ETL)
England > South West
6 months to
16 Feb 2019
Same period 2018 Same period 2017
Rank 148 132 170
Rank change year-on-year -16 +38 -23
Permanent jobs citing ETL 195 266 186
As % of all permanent IT jobs advertised in the South West 1.95% 2.60% 1.79%
As % of the Processes & Methodologies category 2.10% 2.86% 1.95%
Number of salaries quoted 185 221 138
South West median annual salary £49,500 £40,000 £42,500
Median salary % change year-on-year +23.75% -5.88% -5.56%
10th Percentile £31,250 £29,750 £32,500
90th Percentile £67,787 £57,500 £62,525
England median annual salary £55,000 £51,000 £52,500
% change year-on-year +7.84% -2.86% +2.94%

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 the South West with a requirement for process or methodology skills.

All Process and Methodology Skills
South West
Permanent vacancies with a requirement for process or methodology skills 9,284 9,299 9,557
As % of all permanent IT jobs advertised in the South West 92.69% 90.98% 91.81%
Number of salaries quoted 7,270 7,576 7,884
South West median annual salary £45,000 £42,500 £41,500
Median salary % change year-on-year +5.88% +2.41% +3.75%
10th Percentile £27,000 £26,250 £26,250
90th Percentile £67,529 £63,750 £65,000
England median annual salary £52,500 £50,000 £50,000
% change year-on-year +5.00% - +5.26%

ETL
Job Vacancy Trend in the South West

Job postings citing ETL as a percentage of all IT jobs advertised in the South West.

Job vacancy trend for ETL in the South West

ETL
Salary Trend in the South West

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

Salary trend for ETL in the South West

ETL
Salary Histogram in the South West

The salary distribution of IT jobs citing ETL in the South West over the 6 months to 16 February 2019.

Salary histogram for ETL in the South West

ETL
Job Locations in the South West

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing ETL within the South West region over the 6 months to 16 February 2019. 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
Wiltshire +29 72 £60,000 +62.16% 7
Bristol -39 53 £47,500 +13.77% 14
Somerset +14 32 £40,000 +11.89% 2
Dorset -12 18 £42,500 +1.19% 9
Gloucestershire -11 9 £62,500 +56.25% 8
Devon +3 7 £37,500 -6.25% 2
Cornwall +17 4 £27,500 - 2
ETL
England

For the 6 months to 16 February 2019, 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 South West region with a requirement for ETL.

1 140 (71.79%) SQL
2 116 (59.49%) Data Warehouse
3 113 (57.95%) Business Intelligence
4 69 (35.38%) Agile Software Development
5 63 (32.31%) Finance
6 62 (31.79%) SQL Server
7 60 (30.77%) Analytics
8 58 (29.74%) Big Data
9 57 (29.23%) Python
10 53 (27.18%) SQL Server Integration Services
11 51 (26.15%) Informatica
12 50 (25.64%) Data Engineering
13 42 (21.54%) Hadoop
14 38 (19.49%) Oracle
15 36 (18.46%) BusinessObjects
15 36 (18.46%) Data Lake
16 33 (16.92%) Stakeholder Management
17 32 (16.41%) Java
17 32 (16.41%) SAP
17 32 (16.41%) Data Governance
18 31 (15.90%) Teradata
19 30 (15.38%) C#
20 28 (14.36%) SQL Server Reporting Services
21 27 (13.85%) Continuous Improvement
21 27 (13.85%) Data Modelling
21 27 (13.85%) Retail
22 26 (13.33%) Migration
22 26 (13.33%) T-SQL
22 26 (13.33%) Unit Testing
23 25 (12.82%) Windows

ETL
Co-occurring IT Skills in the South West 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 23 (11.79%) Apache Spark
2 19 (9.74%) Apache
3 12 (6.15%) CMS
4 7 (3.59%) SharePoint
5 3 (1.54%) SAS
Applications
1 7 (3.59%) Microsoft Excel
2 2 (1.03%) Microsoft Project
Business Applications
1 10 (5.13%) Cognos Business Intelligence
2 9 (4.62%) Oracle EBS
2 9 (4.62%) Oracle EBS R12
3 2 (1.03%) Cognos TM1
4 1 (0.51%) SAP BPC
Cloud Services
1 20 (10.26%) Amazon AWS
1 20 (10.26%) Microsoft Azure
2 8 (4.10%) Amazon SQS
3 6 (3.08%) Google Cloud Platform
4 2 (1.03%) Amazon EMR
4 2 (1.03%) Amazon S3
4 2 (1.03%) AWS Data Pipeline
4 2 (1.03%) Azure Data Factory
4 2 (1.03%) Cloud Computing
Communications & Networking
1 1 (0.51%) Network Security
1 1 (0.51%) WAN
Database & Business Intelligence
1 116 (59.49%) Data Warehouse
2 62 (31.79%) SQL Server
3 58 (29.74%) Big Data
4 53 (27.18%) SQL Server Integration Services
5 42 (21.54%) Hadoop
6 36 (18.46%) BusinessObjects
6 36 (18.46%) Data Lake
7 28 (14.36%) SQL Server Reporting Services
8 24 (12.31%) DataStage
9 23 (11.79%) Power BI
10 20 (10.26%) Apache Hive
10 20 (10.26%) SAP Data Services
11 19 (9.74%) QlikView
11 19 (9.74%) SQL Server Analysis Services
12 17 (8.72%) Oracle Database
13 15 (7.69%) Relational Database
14 12 (6.15%) MySQL
15 10 (5.13%) BODI
15 10 (5.13%) Lumira
16 9 (4.62%) BusinessObjects Web Intelligence
Development Applications
1 19 (9.74%) Eclipse
1 19 (9.74%) Eclipse RCP
2 7 (3.59%) Team Foundation Server
3 5 (2.56%) Git (software)
3 5 (2.56%) Toad
4 4 (2.05%) ERwin
4 4 (2.05%) SQL Server Management Studio (SSMS)
5 2 (1.03%) Cucumber
5 2 (1.03%) Jenkins
5 2 (1.03%) Oracle APEX
5 2 (1.03%) Selenium
5 2 (1.03%) Visual Studio
6 1 (0.51%) JIRA
General
1 63 (32.31%) Finance
2 27 (13.85%) Retail
3 13 (6.67%) Marketing
4 12 (6.15%) Manufacturing
5 10 (5.13%) Electronics
5 10 (5.13%) Telecoms
6 4 (2.05%) Back Office
7 1 (0.51%) Automotive
7 1 (0.51%) Banking
7 1 (0.51%) Games
Job Titles
1 61 (31.28%) Developer
2 36 (18.46%) Data Engineer
3 23 (11.79%) Senior Software Engineer
3 23 (11.79%) Software Engineer
4 17 (8.72%) Business Developer
5 16 (8.21%) Analyst
6 15 (7.69%) Big Data Engineer
6 15 (7.69%) Business Intelligence Developer
6 15 (7.69%) Junior
7 14 (7.18%) Junior Software Engineer
8 13 (6.67%) Database Developer
9 11 (5.64%) Senior Data Engineer
10 10 (5.13%) Architect
10 10 (5.13%) Project Manager
10 10 (5.13%) SAP BusinessObjects (BO) Developer
11 9 (4.62%) Business Intelligence Manager
11 9 (4.62%) ETL Developer
11 9 (4.62%) OBIEE Developer
11 9 (4.62%) Oracle Developer
11 9 (4.62%) SAP Developer
Libraries, Frameworks & Software Standards
1 23 (11.79%) HTML
1 23 (11.79%) Middleware
2 21 (10.77%) CSS
3 19 (9.74%) JSP
4 11 (5.64%) .NET
5 5 (2.56%) Web Services
5 5 (2.56%) XML
6 4 (2.05%) .NET Core
6 4 (2.05%) ASP.NET
6 4 (2.05%) Entity Framework
6 4 (2.05%) JSON
7 2 (1.03%) XSL
7 2 (1.03%) XSLT
8 1 (0.51%) CGI
8 1 (0.51%) COM
8 1 (0.51%) CSS3
8 1 (0.51%) JDBC
8 1 (0.51%) ODBC
8 1 (0.51%) OLE DB
8 1 (0.51%) Regular Expression
Miscellaneous
1 12 (6.15%) Analytical Skills
2 7 (3.59%) Greenfield Project
2 7 (3.59%) Replication
3 5 (2.56%) Management Information System
4 3 (1.54%) Data Structures
4 3 (1.54%) Fintech
5 2 (1.03%) Public Cloud
5 2 (1.03%) RIA
5 2 (1.03%) Self-Motivation
5 2 (1.03%) User Experience
6 1 (0.51%) Algorithms
Operating Systems
1 25 (12.82%) Linux
1 25 (12.82%) Windows
2 1 (0.51%) AIX
2 1 (0.51%) Red Hat Enterprise Linux
Processes & Methodologies
1 113 (57.95%) Business Intelligence
2 69 (35.38%) Agile Software Development
3 60 (30.77%) Analytics
4 50 (25.64%) Data Engineering
5 33 (16.92%) Stakeholder Management
6 32 (16.41%) Data Governance
7 27 (13.85%) Continuous Improvement
7 27 (13.85%) Data Modelling
8 26 (13.33%) Migration
8 26 (13.33%) Unit Testing
9 25 (12.82%) Line Management
10 24 (12.31%) Data Migration
10 24 (12.31%) Data Strategy
10 24 (12.31%) SDLC
11 23 (11.79%) Software Engineering
11 23 (11.79%) Visualisation
12 22 (11.28%) Machine Learning
13 20 (10.26%) Data Science
14 19 (9.74%) Business Analytics
14 19 (9.74%) OOD
Programming Languages
1 140 (71.79%) SQL
2 57 (29.23%) Python
3 32 (16.41%) Java
4 30 (15.38%) C#
5 26 (13.33%) T-SQL
6 22 (11.28%) Scala
7 21 (10.77%) PL/SQL
8 19 (9.74%) C++
9 17 (8.72%) R
10 5 (2.56%) C
10 5 (2.56%) Ruby
11 4 (2.05%) Data Analysis Expressions (DAX)
11 4 (2.05%) JavaScript
11 4 (2.05%) PowerShell
12 2 (1.03%) VBA
12 2 (1.03%) XPath
13 1 (0.51%) Bash Shell
13 1 (0.51%) Go
13 1 (0.51%) PHP
Qualifications
1 10 (5.13%) Degree
2 4 (2.05%) ISEB
3 1 (0.51%) DV Cleared
3 1 (0.51%) HND
3 1 (0.51%) Security Cleared
Quality Assurance & Compliance
1 5 (2.56%) SLA
2 3 (1.54%) Data Quality
3 1 (0.51%) PMO
System Software
1 6 (3.08%) HDFS
2 2 (1.03%) Docker
Systems Management
1 2 (1.03%) Kubernetes
2 1 (0.51%) Oozie
2 1 (0.51%) SQL Sentry
Vendors
1 51 (26.15%) Informatica
2 38 (19.49%) Oracle
3 32 (16.41%) SAP
4 31 (15.90%) Teradata
5 23 (11.79%) Netezza
6 22 (11.28%) Ab Initio
7 20 (10.26%) Tableau
8 19 (9.74%) Microsoft
9 15 (7.69%) Cognos
10 12 (6.15%) Talend
11 9 (4.62%) Siebel
12 7 (3.59%) Cloudera
12 7 (3.59%) Hortonworks
12 7 (3.59%) MapR
13 4 (2.05%) Google
14 3 (1.54%) Trillium
15 2 (1.03%) Greenplum
15 2 (1.03%) PayPal
16 1 (0.51%) DataFlux
16 1 (0.51%) Splunk