Period
to 23 July 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 23 July 2018 with a comparison to the same period in the previous 2 years.

Extract, Transform and Load (ETL)
England > South West
6 months to
23 Jul 2018
Same period 2017 Same period 2016
Rank 153 138 149
Rank change year-on-year -15 +11 +25
Permanent jobs citing ETL 218 233 247
As % of all permanent IT jobs advertised in the South West 2.04% 2.22% 2.22%
As % of the Processes & Methodologies category 2.24% 2.43% 2.48%
Number of salaries quoted 166 170 193
South West median annual salary £45,000 £40,000 £40,250
Median salary % change year-on-year +12.50% -0.62% -5.29%
10th Percentile £31,250 £27,500 £30,000
90th Percentile £64,375 £60,250 £58,750
England median annual salary £52,500 £50,000 £52,500
% change year-on-year +5.00% -4.76% -2.78%

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 9,737 9,598 9,959
As % of all permanent IT jobs advertised in the South West 91.02% 91.58% 89.35%
Number of salaries quoted 8,011 7,932 8,276
South West median annual salary £42,500 £41,500 £40,000
Median salary % change year-on-year +2.41% +3.75% -
10th Percentile £26,250 £26,000 £25,750
90th Percentile £65,000 £63,750 £65,000
England median annual salary £50,000 £50,000 £50,000

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 23 July 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 23 July 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 +14 87 £47,500 +11.76% 3
Somerset +3 31 £40,000 +23.08% 2
Wiltshire -21 27 £38,500 -4.94% 2
Cornwall +10 26 - - 2
Gloucestershire +9 22 £53,750 +26.47% 7
Dorset -23 13 £33,000 -34.00% 4
Devon +15 9 £39,250 -41.85% 2
ETL
England

For the 6 months to 23 July 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.

1 157 (72.02%) SQL
2 148 (67.89%) Business Intelligence
3 135 (61.93%) SQL Server
4 134 (61.47%) Data Warehouse
5 110 (50.46%) SQL Server Integration Services
6 80 (36.70%) Microsoft
7 71 (32.57%) SQL Server Reporting Services
8 67 (30.73%) Power BI
9 65 (29.82%) Agile Software Development
10 60 (27.52%) T-SQL
11 57 (26.15%) Oracle
12 54 (24.77%) Analytics
13 53 (24.31%) C#
14 52 (23.85%) Java
15 49 (22.48%) Amazon AWS
16 48 (22.02%) Relational Database
17 47 (21.56%) Big Data
17 47 (21.56%) Python
18 42 (19.27%) Tableau
19 41 (18.81%) Data Modelling
19 41 (18.81%) XML
20 40 (18.35%) Finance
21 38 (17.43%) Analytical Skills
22 37 (16.97%) SQL Server 2012
22 37 (16.97%) Data Integration
22 37 (16.97%) SQL Server Analysis Services
23 36 (16.51%) Web Services
23 36 (16.51%) Microsoft Azure
24 35 (16.06%) Scrum
25 34 (15.60%) .NET

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 26 (11.93%) Apache Spark
2 22 (10.09%) BizTalk Server
3 16 (7.34%) Apache Pig
4 15 (6.88%) Elasticsearch
5 14 (6.42%) SharePoint
6 10 (4.59%) Oracle SOA Suite
7 3 (1.38%) WebLogic
7 3 (1.38%) WebSphere
8 1 (0.46%) Apache
8 1 (0.46%) Confluence
8 1 (0.46%) Drupal
8 1 (0.46%) GeoServer
8 1 (0.46%) IIS
8 1 (0.46%) SAS
Applications
1 12 (5.50%) Microsoft Excel
2 7 (3.21%) Microsoft Office
3 1 (0.46%) SPSS
3 1 (0.46%) SPSS Modeler
Business Applications
1 10 (4.59%) Oracle EBS
1 10 (4.59%) Oracle EBS R12
2 9 (4.13%) Dynamics CRM
3 4 (1.83%) Cognos Business Intelligence
3 4 (1.83%) Dynamics AX
4 3 (1.38%) Oracle BPM
5 2 (0.92%) Cognos TM1
Cloud Services
1 49 (22.48%) Amazon AWS
2 36 (16.51%) Microsoft Azure
3 20 (9.17%) Amazon Kinesis
4 16 (7.34%) GitHub
5 15 (6.88%) Amazon EMR
6 8 (3.67%) Amazon EC2
7 7 (3.21%) Amazon S3
8 6 (2.75%) Office 365
9 5 (2.29%) AWS Lambda
9 5 (2.29%) Serverless
10 3 (1.38%) Dynamics 365
10 3 (1.38%) IaaS
10 3 (1.38%) PaaS
10 3 (1.38%) SaaS
11 2 (0.92%) Virtual Private Cloud
12 1 (0.46%) Azure Active Directory
12 1 (0.46%) Azure Data Factory
12 1 (0.46%) Boomi
12 1 (0.46%) Google Cloud Platform
12 1 (0.46%) Salesforce Service Cloud
Communications & Networking
1 5 (2.29%) MQTT
2 2 (0.92%) Extranet
2 2 (0.92%) Internet
2 2 (0.92%) Intranet
2 2 (0.92%) SMS
Database & Business Intelligence
1 135 (61.93%) SQL Server
2 134 (61.47%) Data Warehouse
3 110 (50.46%) SQL Server Integration Services
4 71 (32.57%) SQL Server Reporting Services
5 67 (30.73%) Power BI
6 48 (22.02%) Relational Database
7 47 (21.56%) Big Data
8 37 (16.97%) SQL Server 2012
8 37 (16.97%) SQL Server Analysis Services
9 33 (15.14%) Amazon Redshift
9 33 (15.14%) BusinessObjects
10 31 (14.22%) MySQL
11 27 (12.39%) RDBMS
12 24 (11.01%) Hadoop
13 19 (8.72%) SQL Server 2016
14 18 (8.26%) PostgreSQL
14 18 (8.26%) QlikView
15 17 (7.80%) Apache Hive
15 17 (7.80%) SQL Server 2008
16 16 (7.34%) Impala
Development Applications
1 16 (7.34%) JIRA
2 9 (4.13%) Team Foundation Server
3 6 (2.75%) Visual Studio
4 5 (2.29%) Git (software)
5 3 (1.38%) ERwin
5 3 (1.38%) JMeter
5 3 (1.38%) LoadRunner
5 3 (1.38%) Selenium
5 3 (1.38%) SoapUI
5 3 (1.38%) Toad
6 2 (0.92%) Eclipse
6 2 (0.92%) SQL Server Management Studio (SSMS)
7 1 (0.46%) Atlassian Bamboo
7 1 (0.46%) ER Studio
7 1 (0.46%) IBM UrbanCode
7 1 (0.46%) IntelliJ
7 1 (0.46%) Mercurial
7 1 (0.46%) RStudio
7 1 (0.46%) VSS/SourceSafe
7 1 (0.46%) XMLSpy
General
1 40 (18.35%) Finance
2 16 (7.34%) Marketing
3 12 (5.50%) Electronics
4 8 (3.67%) Manufacturing
5 6 (2.75%) Advertising
6 5 (2.29%) Telecoms
7 4 (1.83%) Retail
8 3 (1.38%) French Language
9 2 (0.92%) Legal
10 1 (0.46%) Law
Job Titles
1 98 (44.95%) Developer
2 45 (20.64%) Analyst
3 42 (19.27%) Business Intelligence Developer
4 38 (17.43%) SQL Developer
5 28 (12.84%) Data Engineer
6 20 (9.17%) AWS Engineer
6 20 (9.17%) Senior Analyst
6 20 (9.17%) SQL BI Developer
7 16 (7.34%) Senior Data Engineer
8 15 (6.88%) Hadoop Engineer
8 15 (6.88%) Senior Hadoop Engineer
9 13 (5.96%) Database Developer
9 13 (5.96%) Oracle Developer
10 12 (5.50%) Business Systems Analyst
10 12 (5.50%) ETL Developer
10 12 (5.50%) Senior Business Systems Analyst
10 12 (5.50%) Senior Systems Analyst
10 12 (5.50%) Solutions Analyst
10 12 (5.50%) SQL Database Developer
10 12 (5.50%) Systems Analyst
Libraries, Frameworks & Software Standards
1 41 (18.81%) XML
2 36 (16.51%) Web Services
3 34 (15.60%) .NET
4 29 (13.30%) SOAP
5 25 (11.47%) REST
6 23 (10.55%) HTML
7 15 (6.88%) MLlib
7 15 (6.88%) Pandas
8 6 (2.75%) JSON
8 6 (2.75%) Kafka
8 6 (2.75%) RESTful
9 4 (1.83%) .NET Framework
10 3 (1.38%) WebSphere MQ
10 3 (1.38%) XML Messaging
10 3 (1.38%) XSD
11 2 (0.92%) ASP.NET
11 2 (0.92%) Django
11 2 (0.92%) HTML5
11 2 (0.92%) MDX
11 2 (0.92%) Visualforce
Miscellaneous
1 38 (17.43%) Analytical Skills
2 28 (12.84%) Management Information System
3 23 (10.55%) Enterprise Software
4 19 (8.72%) Computer Science
5 15 (6.88%) Clustering
6 7 (3.21%) Client/Server
6 7 (3.21%) User Experience
7 6 (2.75%) Data Protection Act
7 6 (2.75%) Virtual Team
8 5 (2.29%) Algorithms
8 5 (2.29%) Data Structures
8 5 (2.29%) Greenfield Project
8 5 (2.29%) Replication
9 3 (1.38%) Driving Licence
10 2 (0.92%) Fintech
11 1 (0.46%) Internet of Things
11 1 (0.46%) Linked Data
11 1 (0.46%) Marketing Technology
11 1 (0.46%) Mobile App
11 1 (0.46%) RIA
Operating Systems
1 16 (7.34%) Linux
2 14 (6.42%) Unix
3 7 (3.21%) Windows
4 3 (1.38%) AIX
Processes & Methodologies
1 148 (67.89%) Business Intelligence
2 65 (29.82%) Agile Software Development
3 54 (24.77%) Analytics
4 41 (18.81%) Data Modelling
5 37 (16.97%) Data Integration
6 35 (16.06%) Scrum
7 33 (15.14%) Problem-Solving
7 33 (15.14%) Project Management
8 32 (14.68%) CRM
9 29 (13.30%) SDLC
10 26 (11.93%) Visualisation
11 25 (11.47%) ITIL
12 23 (10.55%) Data Analysis
12 23 (10.55%) Validation
13 22 (10.09%) Artificial Intelligence
13 22 (10.09%) Continuous Improvement
13 22 (10.09%) Data Analytics
13 22 (10.09%) Data Visualisation
13 22 (10.09%) SOA
14 21 (9.63%) DevOps
Programming Languages
1 157 (72.02%) SQL
2 60 (27.52%) T-SQL
3 53 (24.31%) C#
4 52 (23.85%) Java
5 47 (21.56%) Python
6 28 (12.84%) PL/SQL
7 20 (9.17%) Scala
8 15 (6.88%) PHP
9 14 (6.42%) Shell Script
10 12 (5.50%) C++
10 12 (5.50%) VB.NET
11 11 (5.05%) R
12 7 (3.21%) C
13 6 (2.75%) VB
14 2 (0.92%) Apex Code
14 2 (0.92%) JavaScript
15 1 (0.46%) ABAP
15 1 (0.46%) Bash Shell
15 1 (0.46%) Korn
15 1 (0.46%) PowerShell
Qualifications
1 27 (12.39%) Degree
2 22 (10.09%) Postgraduate
3 14 (6.42%) Security Cleared
4 11 (5.05%) SC Cleared
5 10 (4.59%) ITIL Certification
6 6 (2.75%) Microsoft Certification
7 3 (1.38%) Oracle Certification
8 1 (0.46%) CIPD
8 1 (0.46%) Computer Science Degree
8 1 (0.46%) ISEB
8 1 (0.46%) ISTQB
8 1 (0.46%) Numerate Degree
8 1 (0.46%) TOGAF Certification
Quality Assurance & Compliance
1 29 (13.30%) Data Quality
2 13 (5.96%) QA
3 7 (3.21%) GDPR
4 2 (0.92%) ISO 9001
4 2 (0.92%) ISO/IEC 20000
5 1 (0.46%) GCP
System Software
1 15 (6.88%) Docker
Systems Management
1 1 (0.46%) Hadoop YARN
1 1 (0.46%) Oozie
Vendors
1 80 (36.70%) Microsoft
2 57 (26.15%) Oracle
3 42 (19.27%) Tableau
4 33 (15.14%) Informatica
5 18 (8.26%) IBM
6 17 (7.80%) SAP
7 16 (7.34%) Atlassian
8 10 (4.59%) Siebel
9 9 (4.13%) Trillium
10 6 (2.75%) Cognos
10 6 (2.75%) Salesforce.com
11 5 (2.29%) Capita
11 5 (2.29%) Hortonworks
11 5 (2.29%) Talend
12 3 (1.38%) Cloudera
12 3 (1.38%) Teradata
13 2 (0.92%) Google
13 2 (0.92%) MapR
13 2 (0.92%) Netezza
13 2 (0.92%) Twitter