Period
to 23 November 2017

The following table provides summary statistics for permanent job vacancies advertised in Bristol 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 November 2017 with a comparison to the same period in the previous 2 years.

Extract, Transform and Load (ETL)
South West > Bristol
6 months to
23 Nov 2017
Same period 2016 Same period 2015
Rank 119 140 140
Rank change year-on-year +21 0 -62
Permanent jobs citing ETL 90 41 57
As % of all permanent IT jobs advertised in Bristol 2.36% 1.28% 1.51%
As % of the Processes & Methodologies category 2.56% 1.40% 1.67%
Number of salaries quoted 76 32 43
Bristol median annual salary £42,500 £45,000 £41,500
Median salary % change year-on-year -5.56% +8.43% -2.35%
10th Percentile £29,250 £28,925 £26,400
90th Percentile £58,750 £60,000 £64,000
South West median annual salary £40,000 £42,500 £47,500
% change year-on-year -5.88% -10.53% +13.10%

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 Bristol with a requirement for process or methodology skills.

All Process and Methodology Skills
Bristol
Permanent vacancies with a requirement for process or methodology skills 3510 2926 3418
As % of all permanent IT jobs advertised in Bristol 91.98% 91.12% 90.50%
Number of salaries quoted 2891 2468 2949
Bristol median annual salary £45,000 £44,000 £42,500
Median salary % change year-on-year +2.27% +3.53% +6.25%
10th Percentile £26,500 £27,500 £26,750
90th Percentile £67,500 £70,000 £67,500
South West median annual salary £42,500 £40,000 £40,000
% change year-on-year +6.25% - +3.90%

ETL
Job Vacancy Trend in Bristol

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

Job vacancy trend for ETL in Bristol

ETL
Salary Trend in Bristol

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

Salary trend for ETL in Bristol

ETL
Salary Histogram in Bristol

The salary distribution of IT jobs citing ETL in Bristol over the 6 months to 23 November 2017.

Salary histogram for ETL in Bristol

For the 6 months to 23 November 2017, IT jobs citing ETL also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all job ads across the Bristol region with a requirement for ETL.

1 82 (91.11%) SQL
2 69 (76.67%) Business Intelligence
3 59 (65.56%) T-SQL
4 58 (64.44%) Agile Software Development
5 53 (58.89%) Data Warehouse
6 52 (57.78%) SQL Server Integration Services
7 50 (55.56%) SQL Server
8 43 (47.78%) SQL Server Reporting Services
9 35 (38.89%) Microsoft
10 33 (36.67%) Microsoft Azure
10 33 (36.67%) Power BI
11 28 (31.11%) C#
12 27 (30.00%) Migration
13 24 (26.67%) SQL Server 2014
14 23 (25.56%) Amazon AWS
14 23 (25.56%) Continuous Integration
14 23 (25.56%) SQL Server 2012
15 19 (21.11%) Enterprise Data Warehouse
16 18 (20.00%) Analytics
16 18 (20.00%) Data Visualisation
16 18 (20.00%) Data Migration
16 18 (20.00%) Visualisation
16 18 (20.00%) Java
17 16 (17.78%) Visual Studio
17 16 (17.78%) Python
17 16 (17.78%) Apache Spark
18 15 (16.67%) Tableau
18 15 (16.67%) Microsoft Excel
18 15 (16.67%) CRM
19 14 (15.56%) Stakeholder Management

ETL
Co-occurring IT Skills in Bristol 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 16 (17.78%) Apache Spark
2 13 (14.44%) Elasticsearch
3 5 (5.56%) Apache Pig
3 5 (5.56%) SharePoint
4 2 (2.22%) BizTalk Server
4 2 (2.22%) CMS
4 2 (2.22%) Kentico
Applications
1 15 (16.67%) Microsoft Excel
Business Applications
1 1 (1.11%) Cognos Business Intelligence
1 1 (1.11%) Cognos TM1
Cloud Services
1 33 (36.67%) Microsoft Azure
2 23 (25.56%) Amazon AWS
3 13 (14.44%) Amazon EMR
3 13 (14.44%) Amazon Kinesis
4 6 (6.67%) GitHub
5 4 (4.44%) IaaS
5 4 (4.44%) PaaS
6 2 (2.22%) Cloud Computing
6 2 (2.22%) Office 365
6 2 (2.22%) SaaS
7 1 (1.11%) Google Cloud Platform
Communications & Networking
1 2 (2.22%) AMQP
Database & Business Intelligence
1 53 (58.89%) Data Warehouse
2 52 (57.78%) SQL Server Integration Services
3 50 (55.56%) SQL Server
4 43 (47.78%) SQL Server Reporting Services
5 33 (36.67%) Power BI
6 24 (26.67%) SQL Server 2014
7 23 (25.56%) SQL Server 2012
8 19 (21.11%) Enterprise Data Warehouse
9 13 (14.44%) Amazon Redshift
9 13 (14.44%) BigQuery
10 10 (11.11%) SQL Server Analysis Services
11 9 (10.00%) Hadoop
12 8 (8.89%) Apache Hive
12 8 (8.89%) Big Data
13 7 (7.78%) MySQL
14 5 (5.56%) Impala
14 5 (5.56%) NoSQL
14 5 (5.56%) Pentaho
14 5 (5.56%) Presto
14 5 (5.56%) Spotfire
Development Applications
1 16 (17.78%) Visual Studio
2 13 (14.44%) Team Foundation Server
3 6 (6.67%) JIRA
4 2 (2.22%) MSTest
4 2 (2.22%) NUnit
General
1 10 (11.11%) Electronics
1 10 (11.11%) Marketing
2 5 (5.56%) Finance
3 4 (4.44%) Manufacturing
3 4 (4.44%) Telecoms
4 1 (1.11%) Advertising
Job Titles
1 55 (61.11%) Developer
2 43 (47.78%) Business Intelligence Developer
3 18 (20.00%) Business Developer
4 13 (14.44%) SQL BI Developer
4 13 (14.44%) SQL Developer
5 12 (13.33%) SQL Server BI Developer
5 12 (13.33%) SQL Server Developer
6 11 (12.22%) Data Engineer
7 10 (11.11%) SSIS Developer
7 10 (11.11%) SSRS Developer
8 9 (10.00%) ETL Developer
8 9 (10.00%) Test Engineer
9 8 (8.89%) Data Warehouse Developer
9 8 (8.89%) QA Engineer
9 8 (8.89%) QA Test Engineer
10 6 (6.67%) AWS Engineer
11 5 (5.56%) Java Engineer
11 5 (5.56%) Junior Business Intelligence Developer
11 5 (5.56%) Junior Developer
11 5 (5.56%) Technical Leader
Libraries, Frameworks & Software Standards
1 11 (12.22%) .NET
2 10 (11.11%) MLlib
2 10 (11.11%) Pandas
3 4 (4.44%) Middleware
4 3 (3.33%) .NET Framework
4 3 (3.33%) Velocity
5 2 (2.22%) ActiveMQ
5 2 (2.22%) Apache Camel
5 2 (2.22%) ASP.NET
5 2 (2.22%) Entity Framework
5 2 (2.22%) jQuery
5 2 (2.22%) JSON
5 2 (2.22%) LINQ
5 2 (2.22%) RabbitMQ
5 2 (2.22%) SOAP
5 2 (2.22%) Twitter Bootstrap
5 2 (2.22%) WCF
5 2 (2.22%) WF
5 2 (2.22%) WPF
5 2 (2.22%) XML
Miscellaneous
1 10 (11.11%) Clustering
2 8 (8.89%) User Experience
3 7 (7.78%) Internet of Things
4 3 (3.33%) Analytical Skills
4 3 (3.33%) Greenfield Project
4 3 (3.33%) Management Information System
5 2 (2.22%) Data Structures
5 2 (2.22%) PKI
6 1 (1.11%) Data Protection Act
Operating Systems
1 5 (5.56%) Linux
2 2 (2.22%) Unix
Processes & Methodologies
1 69 (76.67%) Business Intelligence
2 58 (64.44%) Agile Software Development
3 27 (30.00%) Migration
4 23 (25.56%) Continuous Integration
5 18 (20.00%) Analytics
5 18 (20.00%) Data Migration
5 18 (20.00%) Data Visualisation
5 18 (20.00%) Visualisation
6 15 (16.67%) CRM
7 14 (15.56%) Stakeholder Management
8 13 (14.44%) Open Source
8 13 (14.44%) Scrum
9 11 (12.22%) Continuous Delivery
9 11 (12.22%) DevOps
9 11 (12.22%) Kanban
9 11 (12.22%) Test Automation
10 10 (11.11%) Data Integration
10 10 (11.11%) MapReduce
10 10 (11.11%) Software Engineering
11 9 (10.00%) Manual Testing
Programming Languages
1 82 (91.11%) SQL
2 59 (65.56%) T-SQL
3 28 (31.11%) C#
4 18 (20.00%) Java
5 16 (17.78%) Python
6 13 (14.44%) Scala
7 5 (5.56%) JavaScript
8 3 (3.33%) R
9 2 (2.22%) C
9 2 (2.22%) C++
9 2 (2.22%) PL/SQL
9 2 (2.22%) PowerShell
Qualifications
1 12 (13.33%) SC Cleared
1 12 (13.33%) Security Cleared
2 6 (6.67%) ISEB
2 6 (6.67%) ISTQB
3 4 (4.44%) Degree
Quality Assurance & Compliance
1 12 (13.33%) QA
2 6 (6.67%) Data Quality
3 2 (2.22%) HL7
System Software
1 8 (8.89%) Docker
Systems Management
1 3 (3.33%) Systems Management Server (SMS)
Vendors
1 35 (38.89%) Microsoft
2 15 (16.67%) Tableau
3 7 (7.78%) SAP
4 6 (6.67%) Atlassian
5 4 (4.44%) Informatica
6 3 (3.33%) Cognos
6 3 (3.33%) Oracle
7 2 (2.22%) IBM
8 1 (1.11%) Capita
8 1 (1.11%) Google
8 1 (1.11%) Jaspersoft