Period
to 20 January 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 20 January 2018 with a comparison to the same period in the previous 2 years.

Data Analytics
South West > Bristol
6 months to
20 Jan 2018
Same period 2017 Same period 2016
Rank 160 153 155
Rank change year-on-year -7 +2 +27
Permanent jobs citing Data Analytics 40 30 37
As % of all permanent IT jobs advertised in Bristol 1.10% 0.93% 1.02%
As % of the Processes & Methodologies category 1.21% 1.01% 1.13%
Number of salaries quoted 34 26 35
Bristol median annual salary £50,000 £45,000 £40,000
Median salary % change year-on-year +11.11% +12.50% +14.29%
10th Percentile £31,674 £30,750 £27,500
90th Percentile £80,000 £65,000 £58,750
South West median annual salary £47,500 £50,000 £44,000
% change year-on-year -5.00% +13.64% +10.00%

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 3,314 2,958 3,284
As % of all permanent IT jobs advertised in Bristol 91.35% 91.61% 90.52%
Number of salaries quoted 2,731 2,429 2,886
Bristol median annual salary £45,000 £45,000 £42,500
Median salary % change year-on-year - +5.88% +6.25%
10th Percentile £26,750 £27,750 £27,500
90th Percentile £67,500 £71,250 £66,500
South West median annual salary £42,500 £41,500 £40,000
% change year-on-year +2.41% +3.75% +3.90%

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 20 January 2018.

Salary histogram for Data Analytics in Bristol

For the 6 months to 20 January 2018, IT jobs citing Data Analytics 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 Data Analytics.

1 40 (100.00%) Analytics
2 22 (55.00%) Agile Software Development
3 21 (52.50%) Java
3 21 (52.50%) Python
3 21 (52.50%) Big Data
4 17 (42.50%) Business Intelligence
5 16 (40.00%) User Experience
6 15 (37.50%) DevOps
6 15 (37.50%) C#
6 15 (37.50%) Scala
7 14 (35.00%) Visualisation
7 14 (35.00%) Tableau
7 14 (35.00%) SQL
7 14 (35.00%) Software Engineering
8 13 (32.50%) Hadoop
8 13 (32.50%) Spotfire
8 13 (32.50%) Power BI
9 12 (30.00%) Microsoft Azure
9 12 (30.00%) Apache Hive
10 11 (27.50%) Data Visualisation
10 11 (27.50%) Amazon AWS
10 11 (27.50%) Scrum
10 11 (27.50%) ETL
10 11 (27.50%) Presto
10 11 (27.50%) Impala
10 11 (27.50%) Apache Spark
10 11 (27.50%) Continuous Delivery
10 11 (27.50%) Apache Pig
11 10 (25.00%) Amazon EMR
11 10 (25.00%) GitHub

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 11 (27.50%) Apache Pig
1 11 (27.50%) Apache Spark
2 10 (25.00%) Elasticsearch
3 2 (5.00%) SAS
Applications
1 2 (5.00%) Adobe Illustrator
1 2 (5.00%) Photoshop
1 2 (5.00%) SPSS
2 1 (2.50%) Spreadsheet
Cloud Services
1 12 (30.00%) Microsoft Azure
2 11 (27.50%) Amazon AWS
3 10 (25.00%) Amazon EMR
3 10 (25.00%) Amazon Kinesis
3 10 (25.00%) GitHub
4 2 (5.00%) Azure Data Factory
5 1 (2.50%) Cloud Computing
Database & Business Intelligence
1 21 (52.50%) Big Data
2 13 (32.50%) Hadoop
2 13 (32.50%) Power BI
2 13 (32.50%) Spotfire
3 12 (30.00%) Apache Hive
4 11 (27.50%) Impala
4 11 (27.50%) Presto
5 10 (25.00%) Amazon Athena
5 10 (25.00%) Amazon Redshift
5 10 (25.00%) BigQuery
6 5 (12.50%) Relational Database
7 4 (10.00%) NoSQL
8 3 (7.50%) SQL Server Integration Services
9 2 (5.00%) Azure SQL Data Warehouse
9 2 (5.00%) Azure SQL Database
9 2 (5.00%) Data Lake
9 2 (5.00%) HDInsight
9 2 (5.00%) Neo4j
9 2 (5.00%) SQL Server 2012
9 2 (5.00%) SQL Server 2014
Development Applications
1 10 (25.00%) JIRA
2 2 (5.00%) Balsamiq Mockups
3 1 (2.50%) Git (software)
General
1 10 (25.00%) Electronics
2 5 (12.50%) Finance
2 5 (12.50%) Retail
3 3 (7.50%) Marketing
4 2 (5.00%) Advertising
5 1 (2.50%) Automotive
5 1 (2.50%) Law
Job Titles
1 12 (30.00%) Data Engineer
2 11 (27.50%) Senior Data Engineer
3 10 (25.00%) AWS Engineer
3 10 (25.00%) Hadoop Engineer
3 10 (25.00%) Senior Hadoop Engineer
4 7 (17.50%) Analyst
5 5 (12.50%) Consultant
5 5 (12.50%) Customer Analyst
5 5 (12.50%) Implementation Analyst
6 4 (10.00%) Architect
6 4 (10.00%) Data Scientist
6 4 (10.00%) Machine Learning Scientist
6 4 (10.00%) Solutions Architect
6 4 (10.00%) Technical Architect
6 4 (10.00%) Technical Solutions Architect
7 3 (7.50%) Senior Consultant
8 2 (5.00%) Business Intelligence Consultant
8 2 (5.00%) Data Analytics Consultant
8 2 (5.00%) Data Consultant
8 2 (5.00%) Software Engineer
Libraries, Frameworks & Software Standards
1 10 (25.00%) MLlib
1 10 (25.00%) Pandas
2 4 (10.00%) .NET
2 4 (10.00%) Keras
2 4 (10.00%) NumPy
2 4 (10.00%) SciPy
2 4 (10.00%) TensorFlow
2 4 (10.00%) Theano
3 3 (7.50%) CSS
3 3 (7.50%) CSS3
4 2 (5.00%) HTML
4 2 (5.00%) HTML5
4 2 (5.00%) jQuery
5 1 (2.50%) Angular 2
5 1 (2.50%) AngularJS
5 1 (2.50%) D3.js
5 1 (2.50%) Highcharts JS
5 1 (2.50%) React
5 1 (2.50%) Sass
5 1 (2.50%) Velocity
Miscellaneous
1 16 (40.00%) User Experience
2 10 (25.00%) Clustering
3 3 (7.50%) Analytical Skills
3 3 (7.50%) Mobile App
4 2 (5.00%) Driving Licence
4 2 (5.00%) Smartphone
5 1 (2.50%) Analytical Mindset
5 1 (2.50%) Computer Science
5 1 (2.50%) Data Protection Act
5 1 (2.50%) Data Structures
5 1 (2.50%) Management Information System
Processes & Methodologies
1 40 (100.00%) Analytics
2 22 (55.00%) Agile Software Development
3 17 (42.50%) Business Intelligence
4 15 (37.50%) DevOps
5 14 (35.00%) Software Engineering
5 14 (35.00%) Visualisation
6 11 (27.50%) Continuous Delivery
6 11 (27.50%) Data Visualisation
6 11 (27.50%) ETL
6 11 (27.50%) Scrum
7 10 (25.00%) Coaching
7 10 (25.00%) MapReduce
7 10 (25.00%) Open Source
8 9 (22.50%) Machine Learning
8 9 (22.50%) Project Management
9 8 (20.00%) Predictive Analytics
10 6 (15.00%) Cybersecurity
11 5 (12.50%) Artificial Intelligence
11 5 (12.50%) Big Data Analytics
11 5 (12.50%) Deep Learning
Programming Languages
1 21 (52.50%) Java
1 21 (52.50%) Python
2 15 (37.50%) C#
2 15 (37.50%) Scala
3 14 (35.00%) SQL
4 7 (17.50%) R
5 6 (15.00%) JavaScript
Qualifications
1 6 (15.00%) Degree
2 4 (10.00%) PhD
3 1 (2.50%) CISA
3 1 (2.50%) CISM
3 1 (2.50%) CISSP
3 1 (2.50%) Computer Science Degree
3 1 (2.50%) Microsoft Certification
Quality Assurance & Compliance
1 3 (7.50%) Data Quality
2 2 (5.00%) GDPR
3 1 (2.50%) ISO/IEC 27001
3 1 (2.50%) Sarbanes-Oxley
System Software
1 10 (25.00%) Docker
2 2 (5.00%) HDFS
Vendors
1 14 (35.00%) Tableau
2 10 (25.00%) Atlassian
3 2 (5.00%) Microsoft
4 1 (2.50%) ESRI
4 1 (2.50%) Informatica