Period
to 15 November 2018

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 15 November 2018 with a comparison to the same period in the previous 2 years.

Extract, Transform and Load (ETL)
England > South West
6 months to
15 Nov 2018
Same period 2017 Same period 2016
Rank 146 138 190
Rank change year-on-year -8 +52 -15
Permanent jobs citing ETL 212 253 166
As % of all permanent IT jobs advertised in the South West 2.07% 2.44% 1.51%
As % of the Processes & Methodologies category 2.25% 2.67% 1.66%
Number of salaries quoted 179 196 130
South West median annual salary £50,000 £40,000 £42,500
Median salary % change year-on-year +25.00% -5.88% -10.53%
10th Percentile £32,500 £29,250 £33,725
90th Percentile £68,750 £57,500 £65,000
England median annual salary £55,000 £50,000 £52,500
% change year-on-year +10.00% -4.76% -

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 9,417 9,468 9,972
As % of all permanent IT jobs advertised in the South West 92.12% 91.25% 90.70%
Number of salaries quoted 7,562 7,800 8,307
South West median annual salary £45,000 £42,500 £40,000
Median salary % change year-on-year +5.88% +6.25% -
10th Percentile £26,250 £26,250 £26,250
90th Percentile £67,500 £65,000 £63,750
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 15 November 2018.

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 15 November 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
Bristol -12 72 £47,500 +11.76% 20
Wiltshire +19 56 £62,138 +55.35% 6
Somerset +2 27 £44,000 +24.82% 3
Cornwall +8 17 £27,500 -
Dorset -24 16 £42,500 - 6
Gloucestershire +2 14 £55,000 +29.41% 1
Devon +9 9 £35,000 -12.50% 1
ETL
England

For the 6 months to 15 November 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 South West region with a requirement for ETL.

1 148 (69.81%) Data Warehouse
2 127 (59.91%) SQL
3 126 (59.43%) Business Intelligence
4 110 (51.89%) SQL Server
5 92 (43.40%) SQL Server Integration Services
6 75 (35.38%) Finance
7 69 (32.55%) Agile Software Development
8 67 (31.60%) Informatica
9 57 (26.89%) Microsoft
10 54 (25.47%) SQL Server Reporting Services
11 53 (25.00%) Oracle
12 50 (23.58%) Python
13 48 (22.64%) BusinessObjects
14 46 (21.70%) Big Data
15 43 (20.28%) Analytics
16 42 (19.81%) T-SQL
16 42 (19.81%) Continuous Improvement
17 41 (19.34%) Hadoop
17 41 (19.34%) Data Engineering
17 41 (19.34%) C#
18 39 (18.40%) Power BI
18 39 (18.40%) Data Governance
19 38 (17.92%) Stakeholder Management
20 36 (16.98%) .NET
20 36 (16.98%) Data Lake
21 35 (16.51%) Relational Database
21 35 (16.51%) XML
22 34 (16.04%) Data Modelling
22 34 (16.04%) Java
23 33 (15.57%) Analytical Skills

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 (10.85%) Apache Spark
2 14 (6.60%) BizTalk Server
3 9 (4.25%) SharePoint
4 6 (2.83%) Apache
5 4 (1.89%) Oracle SOA Suite
6 2 (0.94%) CMS
7 1 (0.47%) Confluence
7 1 (0.47%) IIS
Applications
1 4 (1.89%) Microsoft Office
2 3 (1.42%) Microsoft Excel
3 2 (0.94%) Microsoft Project
Business Applications
1 12 (5.66%) Cognos Business Intelligence
2 6 (2.83%) Oracle EBS
2 6 (2.83%) Oracle EBS R12
3 2 (0.94%) Cognos TM1
4 1 (0.47%) Dynamics AX
4 1 (0.47%) Dynamics CRM
Cloud Services
1 30 (14.15%) Amazon AWS
2 28 (13.21%) Microsoft Azure
3 5 (2.36%) Amazon SQS
4 3 (1.42%) Amazon S3
4 3 (1.42%) Google Cloud Platform
5 2 (0.94%) Cloud Computing
6 1 (0.47%) Amazon EC2
6 1 (0.47%) Amazon EMR
6 1 (0.47%) Azure Data Factory
6 1 (0.47%) Boomi
6 1 (0.47%) Dynamics 365
6 1 (0.47%) GitHub
6 1 (0.47%) IaaS
6 1 (0.47%) PaaS
6 1 (0.47%) Salesforce Service Cloud
Communications & Networking
1 2 (0.94%) Extranet
1 2 (0.94%) Intranet
2 1 (0.47%) Internet
2 1 (0.47%) Network Security
2 1 (0.47%) WAN
Database & Business Intelligence
1 148 (69.81%) Data Warehouse
2 110 (51.89%) SQL Server
3 92 (43.40%) SQL Server Integration Services
4 54 (25.47%) SQL Server Reporting Services
5 48 (22.64%) BusinessObjects
6 46 (21.70%) Big Data
7 41 (19.34%) Hadoop
8 39 (18.40%) Power BI
9 36 (16.98%) Data Lake
10 35 (16.51%) Relational Database
11 29 (13.68%) MySQL
12 27 (12.74%) DataStage
13 26 (12.26%) SQL Server 2012
14 20 (9.43%) Apache Hive
14 20 (9.43%) QlikView
14 20 (9.43%) SAP Data Services
14 20 (9.43%) SQL Server Analysis Services
15 16 (7.55%) PostgreSQL
15 16 (7.55%) SQL Server 2008
16 15 (7.08%) PowerCenter
Development Applications
1 8 (3.77%) Eclipse
1 8 (3.77%) Git (software)
2 6 (2.83%) Eclipse RCP
2 6 (2.83%) ERwin
2 6 (2.83%) Visual Studio
3 4 (1.89%) Team Foundation Server
4 2 (0.94%) SQL Server Management Studio (SSMS)
5 1 (0.47%) Atlassian Bamboo
5 1 (0.47%) Bitbucket
5 1 (0.47%) ER Studio
5 1 (0.47%) IBM UrbanCode
5 1 (0.47%) IntelliJ
5 1 (0.47%) JIRA
5 1 (0.47%) Mercurial
5 1 (0.47%) VSS/SourceSafe
5 1 (0.47%) XMLSpy
General
1 75 (35.38%) Finance
2 31 (14.62%) Retail
3 12 (5.66%) Marketing
4 8 (3.77%) Manufacturing
5 7 (3.30%) Electronics
5 7 (3.30%) Telecoms
6 1 (0.47%) Advertising
6 1 (0.47%) Back Office
6 1 (0.47%) Publishing
Job Titles
1 57 (26.89%) Developer
2 43 (20.28%) Analyst
3 23 (10.85%) Business Intelligence Developer
4 22 (10.38%) Data Engineer
5 18 (8.49%) SQL Developer
6 13 (6.13%) Architect
6 13 (6.13%) Big Data Engineer
6 13 (6.13%) Senior Analyst
6 13 (6.13%) Systems Analyst
7 12 (5.66%) Business Intelligence Manager
7 12 (5.66%) Project Leader
7 12 (5.66%) Project Manager
7 12 (5.66%) Senior Data Engineer
8 11 (5.19%) Business Systems Analyst
8 11 (5.19%) DBA
8 11 (5.19%) Senior Business Systems Analyst
8 11 (5.19%) Senior Solutions Analyst
8 11 (5.19%) Senior Systems Analyst
8 11 (5.19%) Software Engineer
8 11 (5.19%) Solutions Analyst
Libraries, Frameworks & Software Standards
1 36 (16.98%) .NET
2 35 (16.51%) XML
3 31 (14.62%) Web Services
4 29 (13.68%) HTML
5 16 (7.55%) SOAP
6 15 (7.08%) REST
7 8 (3.77%) Middleware
8 7 (3.30%) CSS
9 6 (2.83%) ASP.NET
9 6 (2.83%) JSP
10 3 (1.42%) JSON
10 3 (1.42%) XML Messaging
11 2 (0.94%) .NET Core
11 2 (0.94%) Entity Framework
12 1 (0.47%) Node.js
12 1 (0.47%) Regular Expression
12 1 (0.47%) RESTful
12 1 (0.47%) SAP Fiori
12 1 (0.47%) SAPUI5
12 1 (0.47%) Visualforce
Miscellaneous
1 33 (15.57%) Analytical Skills
2 20 (9.43%) Management Information System
3 18 (8.49%) Computer Science
4 15 (7.08%) Enterprise Software
5 9 (4.25%) Client/Server
6 8 (3.77%) Greenfield Project
7 6 (2.83%) Replication
8 3 (1.42%) Fintech
9 2 (0.94%) Data Structures
9 2 (0.94%) Public Cloud
9 2 (0.94%) User Experience
10 1 (0.47%) Data Protection Act
10 1 (0.47%) Driving Licence
10 1 (0.47%) Internet of Things
10 1 (0.47%) Marketing Technology
10 1 (0.47%) Mobile App
Operating Systems
1 17 (8.02%) Linux
1 17 (8.02%) Windows
2 4 (1.89%) Unix
3 1 (0.47%) Red Hat Enterprise Linux
Processes & Methodologies
1 126 (59.43%) Business Intelligence
2 69 (32.55%) Agile Software Development
3 43 (20.28%) Analytics
4 42 (19.81%) Continuous Improvement
5 41 (19.34%) Data Engineering
6 39 (18.40%) Data Governance
7 38 (17.92%) Stakeholder Management
8 34 (16.04%) Data Modelling
9 32 (15.09%) CRM
9 32 (15.09%) SDLC
10 31 (14.62%) Data Integration
11 27 (12.74%) Project Management
12 24 (11.32%) Performance Tuning
13 23 (10.85%) Line Management
14 22 (10.38%) Data Strategy
14 22 (10.38%) Migration
14 22 (10.38%) Problem-Solving
15 20 (9.43%) Data Analysis
15 20 (9.43%) Data Management
16 18 (8.49%) Release Management
Programming Languages
1 127 (59.91%) SQL
2 50 (23.58%) Python
3 42 (19.81%) T-SQL
4 41 (19.34%) C#
5 34 (16.04%) Java
6 21 (9.91%) PL/SQL
6 21 (9.91%) Scala
7 20 (9.43%) R
8 17 (8.02%) C++
9 11 (5.19%) PHP
10 10 (4.72%) VB.NET
11 8 (3.77%) C
12 5 (2.36%) Data Analysis Expressions (DAX)
13 3 (1.42%) Ruby
13 3 (1.42%) Shell Script
14 2 (0.94%) Bash Shell
14 2 (0.94%) JavaScript
14 2 (0.94%) PowerShell
14 2 (0.94%) VB
14 2 (0.94%) VBA
Qualifications
1 29 (13.68%) Degree
2 14 (6.60%) Postgraduate
2 14 (6.60%) Security Cleared
3 13 (6.13%) SC Cleared
4 5 (2.36%) ISEB
5 4 (1.89%) ITIL Certification
6 3 (1.42%) Oracle Certification
7 1 (0.47%) DV Cleared
7 1 (0.47%) ISTQB
Quality Assurance & Compliance
1 21 (9.91%) Data Quality
2 11 (5.19%) QA
3 2 (0.94%) ISO 9001
3 2 (0.94%) ISO/IEC 20000
4 1 (0.47%) GDPR
System Software
1 6 (2.83%) HDFS
Systems Management
1 2 (0.94%) Oozie
Vendors
1 67 (31.60%) Informatica
2 57 (26.89%) Microsoft
3 53 (25.00%) Oracle
4 28 (13.21%) Teradata
5 25 (11.79%) Netezza
6 22 (10.38%) Ab Initio
6 22 (10.38%) Tableau
7 20 (9.43%) Cognos
8 17 (8.02%) IBM
9 16 (7.55%) SAP
10 12 (5.66%) Talend
10 12 (5.66%) Trillium
11 10 (4.72%) Hortonworks
12 8 (3.77%) Cloudera
12 8 (3.77%) MapR
13 6 (2.83%) Siebel
14 5 (2.36%) Salesforce.com
15 1 (0.47%) Dell
15 1 (0.47%) Google
15 1 (0.47%) Red Hat