Period
to 25 April 2018

The following table provides summary statistics for permanent job vacancies advertised in Bristol with a requirement for Data Analytics skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Analytics over the 6 months to 25 April 2018 with a comparison to the same period in the previous 2 years.

Data Analytics
South West > Bristol
6 months to
25 Apr 2018
Same period 2017 Same period 2016
Rank 142 170 160
Rank change year-on-year +28 -10 +27
Permanent jobs citing Data Analytics 63 24 39
As % of all permanent IT jobs advertised in Bristol 1.68% 0.68% 1.07%
As % of the Processes & Methodologies category 1.81% 0.74% 1.16%
Number of salaries quoted 49 21 32
Bristol median annual salary £50,000 £42,500 £40,000
Median salary % change year-on-year +17.65% +6.25% +14.29%
10th Percentile £30,900 £30,750 £27,500
90th Percentile £71,250 £57,500 £53,375
South West median annual salary £50,000 £50,000 £47,500
% change year-on-year - +5.26% -

Data Analytics 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 3,488 3,233 3,354
As % of all permanent IT jobs advertised in Bristol 92.99% 92.27% 91.99%
Number of salaries quoted 2,931 2,630 2,968
Bristol median annual salary £45,000 £45,000 £42,250
Median salary % change year-on-year - +6.51% +5.63%
10th Percentile £27,500 £27,500 £26,250
90th Percentile £67,500 £68,750 £67,500
South West median annual salary £42,500 £41,500 £40,000
% change year-on-year +2.41% +3.75% +1.27%

Data Analytics
Job Vacancy Trend in Bristol

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

Job vacancy trend for Data Analytics in Bristol

Data Analytics
Salary Trend in Bristol

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

Salary trend for Data Analytics in Bristol

Data Analytics
Salary Histogram in Bristol

The salary distribution of IT jobs citing Data Analytics in Bristol over the 6 months to 25 April 2018.

Salary histogram for Data Analytics in Bristol

For the 6 months to 25 April 2018, IT jobs citing Data Analytics 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 Bristol region with a requirement for Data Analytics.

1 63 (100.00%) Analytics
2 38 (60.32%) Artificial Intelligence
3 36 (57.14%) SQL
3 36 (57.14%) Business Intelligence
4 35 (55.56%) Agile Software Development
4 35 (55.56%) Visualisation
5 33 (52.38%) Tableau
5 33 (52.38%) Java
5 33 (52.38%) Python
6 32 (50.79%) Data Visualisation
6 32 (50.79%) Big Data
7 31 (49.21%) Power BI
8 30 (47.62%) Scala
9 29 (46.03%) DevOps
10 28 (44.44%) Software Engineering
11 27 (42.86%) Spotfire
12 25 (39.68%) Microsoft Azure
12 25 (39.68%) Hadoop
12 25 (39.68%) C#
13 24 (38.10%) Scrum
13 24 (38.10%) Apache Hive
13 24 (38.10%) Amazon AWS
13 24 (38.10%) Impala
13 24 (38.10%) Apache Pig
13 24 (38.10%) Presto
14 23 (36.51%) Amazon Athena
14 23 (36.51%) Deployment Automation
14 23 (36.51%) MLlib
14 23 (36.51%) Pandas
14 23 (36.51%) Coaching

Data Analytics
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 24 (38.10%) Apache Pig
2 23 (36.51%) Apache Spark
2 23 (36.51%) Elasticsearch
3 5 (7.94%) SAS
Applications
1 5 (7.94%) Adobe Illustrator
1 5 (7.94%) Photoshop
2 3 (4.76%) SPSS
Cloud Services
1 25 (39.68%) Microsoft Azure
2 24 (38.10%) Amazon AWS
3 23 (36.51%) Amazon EMR
3 23 (36.51%) Amazon Kinesis
3 23 (36.51%) GitHub
4 2 (3.17%) Azure Data Factory
Communications & Networking
1 1 (1.59%) SMS
Database & Business Intelligence
1 32 (50.79%) Big Data
2 31 (49.21%) Power BI
3 27 (42.86%) Spotfire
4 25 (39.68%) Hadoop
5 24 (38.10%) Apache Hive
5 24 (38.10%) Impala
5 24 (38.10%) Presto
6 23 (36.51%) Amazon Athena
6 23 (36.51%) Amazon Redshift
6 23 (36.51%) BigQuery
7 8 (12.70%) QlikView
8 7 (11.11%) NoSQL
9 6 (9.52%) Relational Database
10 3 (4.76%) Data Lake
10 3 (4.76%) SQL Server
11 2 (3.17%) Azure SQL Database
11 2 (3.17%) Data Mining
11 2 (3.17%) Neo4j
11 2 (3.17%) SQL Server Integration Services
11 2 (3.17%) SQL Server Reporting Services
Development Applications
1 23 (36.51%) JIRA
2 5 (7.94%) Balsamiq Mockups
General
1 22 (34.92%) Electronics
2 8 (12.70%) Finance
3 7 (11.11%) Marketing
4 5 (7.94%) Manufacturing
4 5 (7.94%) Telecoms
5 2 (3.17%) Advertising
6 1 (1.59%) Automotive
6 1 (1.59%) Legal
6 1 (1.59%) Retail
Job Titles
1 24 (38.10%) Data Engineer
1 24 (38.10%) Senior Data Engineer
2 23 (36.51%) AWS Engineer
2 23 (36.51%) Hadoop Engineer
2 23 (36.51%) Senior Hadoop Engineer
3 10 (15.87%) Analyst
4 9 (14.29%) Software Engineer
5 8 (12.70%) SQL Analyst
6 7 (11.11%) Business Intelligence Analyst
6 7 (11.11%) Consultant
6 7 (11.11%) Linux Engineer
7 6 (9.52%) C Software Engineer
7 6 (9.52%) C/C++ Software Engineer
7 6 (9.52%) C++ Software Engineer
7 6 (9.52%) Data Scientist
7 6 (9.52%) Machine Learning Scientist
8 5 (7.94%) Designer
8 5 (7.94%) UI Designer
9 4 (6.35%) Senior Consultant
10 3 (4.76%) Data Consultant
Libraries, Frameworks & Software Standards
1 23 (36.51%) MLlib
1 23 (36.51%) Pandas
2 6 (9.52%) Keras
2 6 (9.52%) NumPy
2 6 (9.52%) SciPy
2 6 (9.52%) TensorFlow
2 6 (9.52%) Theano
3 5 (7.94%) CSS
3 5 (7.94%) CSS3
3 5 (7.94%) HTML
3 5 (7.94%) HTML5
4 2 (3.17%) jQuery
5 1 (1.59%) .NET
Miscellaneous
1 23 (36.51%) Clustering
2 22 (34.92%) User Experience
3 13 (20.63%) Analytical Skills
4 8 (12.70%) Computer Science
5 4 (6.35%) Mobile App
6 2 (3.17%) Blog
6 2 (3.17%) Driving Licence
7 1 (1.59%) Fintech
Operating Systems
1 7 (11.11%) Linux
Processes & Methodologies
1 63 (100.00%) Analytics
2 38 (60.32%) Artificial Intelligence
3 36 (57.14%) Business Intelligence
4 35 (55.56%) Agile Software Development
4 35 (55.56%) Visualisation
5 32 (50.79%) Data Visualisation
6 29 (46.03%) DevOps
7 28 (44.44%) Software Engineering
8 24 (38.10%) Scrum
9 23 (36.51%) Coaching
9 23 (36.51%) Deployment Automation
9 23 (36.51%) ETL
9 23 (36.51%) MapReduce
9 23 (36.51%) Open Source
10 20 (31.75%) Machine Learning
11 18 (28.57%) Continuous Delivery
12 15 (23.81%) Problem-Solving
13 13 (20.63%) Predictive Analytics
14 11 (17.46%) Statistics
15 9 (14.29%) Data Analysis
Programming Languages
1 36 (57.14%) SQL
2 33 (52.38%) Java
2 33 (52.38%) Python
3 30 (47.62%) Scala
4 25 (39.68%) C#
5 9 (14.29%) C
5 9 (14.29%) R
6 7 (11.11%) C++
7 4 (6.35%) JavaScript
Qualifications
1 16 (25.40%) Degree
2 6 (9.52%) PhD
3 5 (7.94%) Numerate Degree
4 3 (4.76%) Computer Science Degree
5 1 (1.59%) CISA
5 1 (1.59%) CISM
5 1 (1.59%) CISSP
5 1 (1.59%) Microsoft Certification
5 1 (1.59%) SC Cleared
5 1 (1.59%) Security Cleared
Quality Assurance & Compliance
1 3 (4.76%) Data Quality
2 1 (1.59%) GDPR
2 1 (1.59%) ISO/IEC 27001
2 1 (1.59%) Sarbanes-Oxley
System Software
1 23 (36.51%) Docker
2 2 (3.17%) HDFS
Vendors
1 33 (52.38%) Tableau
2 23 (36.51%) Atlassian
3 5 (7.94%) SAP
4 2 (3.17%) Microsoft