Period
to 25 September 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 25 September 2018 with a comparison to the same period in the previous 2 years.

Extract, Transform and Load (ETL)
England > South West
6 months to
25 Sep 2018
Same period 2017 Same period 2016
Rank 160 141 176
Rank change year-on-year -19 +35 +10
Permanent jobs citing ETL 190 235 186
As % of all permanent IT jobs advertised in the South West 1.82% 2.30% 1.73%
As % of the Processes & Methodologies category 1.97% 2.51% 1.91%
Number of salaries quoted 145 161 140
South West median annual salary £45,000 £40,000 £41,000
Median salary % change year-on-year +12.50% -2.44% -8.89%
10th Percentile £32,500 £27,500 £32,409
90th Percentile £66,250 £57,500 £60,000
England median annual salary £52,500 £50,000 £52,500
% change year-on-year +5.00% -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 9,634 9,378 9,740
As % of all permanent IT jobs advertised in the South West 92.17% 91.71% 90.44%
Number of salaries quoted 7,927 7,723 8,146
South West median annual salary £42,500 £42,000 £40,000
Median salary % change year-on-year +1.19% +5.00% -
10th Percentile £26,250 £25,750 £25,798
90th Percentile £66,250 £63,750 £63,750
England median annual salary £50,500 £50,000 £50,000
% change year-on-year +1.00% - +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 25 September 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 25 September 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 0 73 £50,000 +17.65% 7
Wiltshire -12 29 £53,750 +34.38% 10
Somerset -11 21 £42,500 +26.87% 3
Cornwall +13 20 £27,500 - 1
Gloucestershire +3 19 £55,000 +29.41% 10
Dorset -24 16 £40,000 -5.88% 8
Devon +19 10 £40,000 +1.91% 2
ETL
England

For the 6 months to 25 September 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.

1 125 (65.79%) Business Intelligence
2 122 (64.21%) SQL Server
2 122 (64.21%) Data Warehouse
3 117 (61.58%) SQL
4 90 (47.37%) SQL Server Integration Services
5 72 (37.89%) Microsoft
6 63 (33.16%) Agile Software Development
7 58 (30.53%) SQL Server Reporting Services
8 54 (28.42%) Oracle
9 48 (25.26%) C#
10 46 (24.21%) XML
11 45 (23.68%) Finance
12 44 (23.16%) Power BI
13 42 (22.11%) Java
14 41 (21.58%) Informatica
15 39 (20.53%) .NET
15 39 (20.53%) Analytical Skills
16 37 (19.47%) Relational Database
16 37 (19.47%) CRM
17 36 (18.95%) Python
17 36 (18.95%) T-SQL
17 36 (18.95%) Web Services
17 36 (18.95%) BusinessObjects
18 34 (17.89%) Data Integration
19 33 (17.37%) Analytics
20 32 (16.84%) Tableau
20 32 (16.84%) Degree
21 31 (16.32%) SQL Server 2012
22 30 (15.79%) Amazon AWS
22 30 (15.79%) Problem-Solving

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 17 (8.95%) BizTalk Server
2 14 (7.37%) Apache Spark
3 8 (4.21%) SharePoint
4 6 (3.16%) Apache Pig
4 6 (3.16%) Elasticsearch
5 4 (2.11%) Oracle SOA Suite
6 3 (1.58%) Apache
7 2 (1.05%) WebLogic
7 2 (1.05%) WebSphere
8 1 (0.53%) CMS
8 1 (0.53%) Confluence
8 1 (0.53%) Drupal
8 1 (0.53%) GeoServer
8 1 (0.53%) IIS
8 1 (0.53%) SAS
Applications
1 6 (3.16%) Microsoft Excel
2 4 (2.11%) Microsoft Office
3 1 (0.53%) Microsoft Project
Business Applications
1 10 (5.26%) Cognos Business Intelligence
2 9 (4.74%) Oracle EBS
2 9 (4.74%) Oracle EBS R12
3 5 (2.63%) Dynamics AX
3 5 (2.63%) Dynamics CRM
4 2 (1.05%) Cognos TM1
4 2 (1.05%) Oracle BPM
Cloud Services
1 30 (15.79%) Amazon AWS
2 29 (15.26%) Microsoft Azure
3 10 (5.26%) Amazon Kinesis
4 7 (3.68%) GitHub
5 6 (3.16%) Amazon EC2
5 6 (3.16%) Amazon EMR
5 6 (3.16%) Amazon S3
6 4 (2.11%) AWS Lambda
6 4 (2.11%) Dynamics 365
6 4 (2.11%) IaaS
6 4 (2.11%) PaaS
6 4 (2.11%) Serverless
7 2 (1.05%) Boomi
8 1 (0.53%) Amazon SQS
8 1 (0.53%) Azure Active Directory
8 1 (0.53%) Azure Data Factory
8 1 (0.53%) SaaS
8 1 (0.53%) Salesforce Service Cloud
8 1 (0.53%) Virtual Private Cloud
Communications & Networking
1 4 (2.11%) MQTT
2 2 (1.05%) Extranet
2 2 (1.05%) Internet
2 2 (1.05%) Intranet
Database & Business Intelligence
1 122 (64.21%) Data Warehouse
1 122 (64.21%) SQL Server
2 90 (47.37%) SQL Server Integration Services
3 58 (30.53%) SQL Server Reporting Services
4 44 (23.16%) Power BI
5 37 (19.47%) Relational Database
6 36 (18.95%) BusinessObjects
7 31 (16.32%) SQL Server 2012
8 28 (14.74%) MySQL
9 27 (14.21%) Big Data
10 23 (12.11%) SQL Server Analysis Services
11 20 (10.53%) QlikView
12 18 (9.47%) Hadoop
12 18 (9.47%) PostgreSQL
12 18 (9.47%) SQL Server 2008
13 17 (8.95%) RDBMS
14 16 (8.42%) SAP Data Services
15 15 (7.89%) MongoDB
16 14 (7.37%) Oracle Database
16 14 (7.37%) PowerCenter
Development Applications
1 7 (3.68%) JIRA
2 6 (3.16%) Git (software)
2 6 (3.16%) Visual Studio
3 5 (2.63%) Eclipse
4 4 (2.11%) Team Foundation Server
5 3 (1.58%) Eclipse RCP
5 3 (1.58%) ERwin
6 2 (1.05%) JMeter
6 2 (1.05%) LoadRunner
6 2 (1.05%) Selenium
6 2 (1.05%) SoapUI
7 1 (0.53%) Atlassian Bamboo
7 1 (0.53%) Bitbucket
7 1 (0.53%) IBM UrbanCode
7 1 (0.53%) IntelliJ
7 1 (0.53%) Jenkins
7 1 (0.53%) Mercurial
7 1 (0.53%) SQL Server Management Studio (SSMS)
7 1 (0.53%) VSS/SourceSafe
7 1 (0.53%) XMLSpy
General
1 45 (23.68%) Finance
2 9 (4.74%) Marketing
3 5 (2.63%) Advertising
3 5 (2.63%) Retail
4 4 (2.11%) Electronics
4 4 (2.11%) Manufacturing
4 4 (2.11%) Telecoms
5 1 (0.53%) Legal
5 1 (0.53%) Publishing
Job Titles
1 67 (35.26%) Developer
2 46 (24.21%) Analyst
3 28 (14.74%) Business Intelligence Developer
4 21 (11.05%) SQL Developer
5 17 (8.95%) Data Engineer
6 16 (8.42%) Senior Analyst
7 14 (7.37%) Business Systems Analyst
7 14 (7.37%) Senior Business Systems Analyst
7 14 (7.37%) Senior Solutions Analyst
7 14 (7.37%) Senior Systems Analyst
7 14 (7.37%) Solutions Analyst
7 14 (7.37%) Systems Analyst
8 13 (6.84%) Project Leader
9 12 (6.32%) Oracle Developer
10 11 (5.79%) Architect
10 11 (5.79%) Business Intelligence Analyst
10 11 (5.79%) Database Analyst
10 11 (5.79%) SQL BI Developer
11 10 (5.26%) Administrator
11 10 (5.26%) AWS Engineer
Libraries, Frameworks & Software Standards
1 46 (24.21%) XML
2 39 (20.53%) .NET
3 36 (18.95%) Web Services
4 29 (15.26%) HTML
5 23 (12.11%) SOAP
6 20 (10.53%) REST
7 7 (3.68%) JSON
8 6 (3.16%) ASP.NET
8 6 (3.16%) MLlib
8 6 (3.16%) Pandas
9 4 (2.11%) CSS
9 4 (2.11%) Kafka
10 3 (1.58%) JSP
10 3 (1.58%) Middleware
10 3 (1.58%) XML Messaging
11 2 (1.05%) Django
11 2 (1.05%) HTML5
11 2 (1.05%) MDX
11 2 (1.05%) Visualforce
11 2 (1.05%) XSD
Miscellaneous
1 39 (20.53%) Analytical Skills
2 23 (12.11%) Computer Science
3 22 (11.58%) Management Information System
4 19 (10.00%) Enterprise Software
5 9 (4.74%) Client/Server
6 7 (3.68%) Greenfield Project
7 6 (3.16%) Clustering
8 4 (2.11%) Algorithms
8 4 (2.11%) Data Protection Act
8 4 (2.11%) Data Structures
9 3 (1.58%) Replication
10 2 (1.05%) Fintech
11 1 (0.53%) Driving Licence
11 1 (0.53%) Internet of Things
11 1 (0.53%) Marketing Technology
11 1 (0.53%) Mobile App
11 1 (0.53%) RIA
Operating Systems
1 13 (6.84%) Linux
2 10 (5.26%) Windows
3 9 (4.74%) Unix
4 2 (1.05%) AIX
Processes & Methodologies
1 125 (65.79%) Business Intelligence
2 63 (33.16%) Agile Software Development
3 37 (19.47%) CRM
4 34 (17.89%) Data Integration
5 33 (17.37%) Analytics
6 30 (15.79%) Data Modelling
6 30 (15.79%) Problem-Solving
7 29 (15.26%) Project Management
8 27 (14.21%) SDLC
9 24 (12.63%) Continuous Improvement
10 19 (10.00%) Data Analysis
10 19 (10.00%) Scrum
10 19 (10.00%) Visualisation
11 18 (9.47%) Data Governance
11 18 (9.47%) ITIL
11 18 (9.47%) Validation
12 17 (8.95%) Decision-Making
12 17 (8.95%) Migration
12 17 (8.95%) Release Management
12 17 (8.95%) SOA
Programming Languages
1 117 (61.58%) SQL
2 48 (25.26%) C#
3 42 (22.11%) Java
4 36 (18.95%) Python
4 36 (18.95%) T-SQL
5 24 (12.63%) PL/SQL
6 16 (8.42%) C++
7 15 (7.89%) PHP
8 13 (6.84%) VB.NET
9 10 (5.26%) Scala
10 9 (4.74%) C
11 8 (4.21%) R
11 8 (4.21%) Shell Script
12 5 (2.63%) Data Analysis Expressions (DAX)
13 3 (1.58%) PowerShell
14 2 (1.05%) Apex Code
14 2 (1.05%) JavaScript
14 2 (1.05%) VB
15 1 (0.53%) ABAP
15 1 (0.53%) VBA
Qualifications
1 32 (16.84%) Degree
2 17 (8.95%) Postgraduate
3 16 (8.42%) Security Cleared
4 14 (7.37%) SC Cleared
5 4 (2.11%) ITIL Certification
6 3 (1.58%) Oracle Certification
7 2 (1.05%) ISEB
8 1 (0.53%) CIPD
8 1 (0.53%) Computer Science Degree
8 1 (0.53%) ISTQB
Quality Assurance & Compliance
1 25 (13.16%) Data Quality
2 11 (5.79%) QA
3 4 (2.11%) GDPR
4 2 (1.05%) ISO 9001
4 2 (1.05%) ISO/IEC 20000
System Software
1 6 (3.16%) Docker
Systems Management
1 1 (0.53%) Oozie
Vendors
1 72 (37.89%) Microsoft
2 54 (28.42%) Oracle
3 41 (21.58%) Informatica
4 32 (16.84%) Tableau
5 21 (11.05%) IBM
6 16 (8.42%) Cognos
7 13 (6.84%) Trillium
8 10 (5.26%) SAP
9 9 (4.74%) Siebel
10 8 (4.21%) Hortonworks
11 7 (3.68%) Atlassian
11 7 (3.68%) Talend
12 6 (3.16%) Cloudera
12 6 (3.16%) MapR
12 6 (3.16%) Salesforce.com
12 6 (3.16%) Teradata
13 4 (2.11%) Netezza
14 2 (1.05%) Dell
15 1 (0.53%) Greenplum
15 1 (0.53%) hybris