Period
to 17 December 2018

The following table provides summary statistics for permanent job vacancies advertised in Bristol with a requirement for Big Data skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Big Data over the 6 months to 17 December 2018 with a comparison to the same period in the previous 2 years.

Big Data
South West > Bristol
6 months to
17 Dec 2018
Same period 2017 Same period 2016
Rank 90 81 54
Rank change year-on-year -9 -27 +17
Permanent jobs citing Big Data 101 134 166
As % of all permanent IT jobs advertised in Bristol 2.78% 3.58% 5.08%
As % of the Database & Business Intelligence category 9.86% 11.66% 17.18%
Number of salaries quoted 79 121 153
Bristol median annual salary £57,500 £55,000 £65,000
Median salary % change year-on-year +4.55% -15.38% +30.00%
10th Percentile £44,750 £37,500 £46,250
90th Percentile £88,750 £82,500 £90,000
South West median annual salary £57,500 £52,500 £55,000
% change year-on-year +9.52% -4.55% +10.00%

Big Data is in the Databases and Business Intelligence 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 database or business intelligence skills.

All Database and Business Intelligence Skills
Bristol
Permanent vacancies with a requirement for database or business intelligence skills 1,024 1,149 966
As % of all permanent IT jobs advertised in Bristol 28.16% 30.69% 29.54%
Number of salaries quoted 900 984 862
Bristol median annual salary £45,000 £42,500 £44,000
Median salary % change year-on-year +5.88% -3.41% +10.00%
10th Percentile £28,975 £28,150 £29,525
90th Percentile £67,500 £65,000 £72,500
South West median annual salary £45,000 £40,000 £41,500
% change year-on-year +12.50% -3.61% +6.41%

Big Data
Job Vacancy Trend in Bristol

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

Job vacancy trend for Big Data in Bristol

Big Data
Salary Trend in Bristol

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

Salary trend for Big Data in Bristol

Big Data
Salary Histogram in Bristol

The salary distribution of IT jobs citing Big Data in Bristol over the 6 months to 17 December 2018.

Salary histogram for Big Data in Bristol

For the 6 months to 17 December 2018, IT jobs citing Big Data 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 Big Data.

1 52 (51.49%) Agile Software Development
2 42 (41.58%) Java
3 36 (35.64%) C#
4 35 (34.65%) Hadoop
5 28 (27.72%) Python
5 28 (27.72%) Software Engineering
5 28 (27.72%) Apache Spark
6 26 (25.74%) Microservices
7 25 (24.75%) Amazon AWS
8 24 (23.76%) AngularJS
9 23 (22.77%) SQL
10 22 (21.78%) Artificial Intelligence
10 22 (21.78%) DevOps
11 20 (19.80%) SOA
11 20 (19.80%) Machine Learning
12 19 (18.81%) C++
12 19 (18.81%) .NET
12 19 (18.81%) React
13 18 (17.82%) C
13 18 (17.82%) HTML
13 18 (17.82%) TDD
13 18 (17.82%) HTML5
13 18 (17.82%) Security Cleared
14 17 (16.83%) Electronics
15 16 (15.84%) Degree
15 16 (15.84%) Node.js
16 14 (13.86%) Enterprise Architecture
16 14 (13.86%) Android
16 14 (13.86%) Scala
16 14 (13.86%) Finance

Big Data
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 28 (27.72%) Apache Spark
2 1 (0.99%) Apache
2 1 (0.99%) Apache Pig
2 1 (0.99%) Elasticsearch
Applications
1 8 (7.92%) Chatbot
2 2 (1.98%) Microsoft Office
Cloud Services
1 25 (24.75%) Amazon AWS
2 6 (5.94%) Microsoft Azure
3 5 (4.95%) SaaS
4 4 (3.96%) IaaS
4 4 (3.96%) PaaS
5 3 (2.97%) Amazon Kinesis
5 3 (2.97%) Amazon S3
5 3 (2.97%) Cloud Computing
6 2 (1.98%) Amazon EMR
6 2 (1.98%) Serverless
7 1 (0.99%) Amazon EC2
7 1 (0.99%) AWS Lambda
7 1 (0.99%) Google Analytics
7 1 (0.99%) IBM Cloud
Communications & Networking
1 11 (10.89%) Wireless
2 2 (1.98%) Bluetooth
2 2 (1.98%) Ethernet
2 2 (1.98%) LAN
2 2 (1.98%) Modbus
2 2 (1.98%) MQTT
2 2 (1.98%) WAN
2 2 (1.98%) Wi-Fi
2 2 (1.98%) ZigBee
Database & Business Intelligence
1 35 (34.65%) Hadoop
2 12 (11.88%) NoSQL
3 9 (8.91%) Data Warehouse
4 8 (7.92%) Apache Hive
4 8 (7.92%) RDBMS
4 8 (7.92%) Relational Database
5 6 (5.94%) Amazon DynamoDB
5 6 (5.94%) Event Store
6 5 (4.95%) Amazon Redshift
6 5 (4.95%) Apache Cassandra
6 5 (4.95%) MongoDB
6 5 (4.95%) PostgreSQL
6 5 (4.95%) SQL Server
7 4 (3.96%) Power BI
7 4 (3.96%) SQL Server Integration Services
8 3 (2.97%) Neo4j
8 3 (2.97%) Oracle Database
9 2 (1.98%) CouchDB
9 2 (1.98%) HBase
9 2 (1.98%) Sqoop
Development Applications
1 5 (4.95%) Eclipse
2 2 (1.98%) Git (software)
2 2 (1.98%) Maven
3 1 (0.99%) Ant
3 1 (0.99%) Apache Ivy
3 1 (0.99%) IntelliJ
3 1 (0.99%) Mercurial
3 1 (0.99%) Subversion
General
1 17 (16.83%) Electronics
2 14 (13.86%) Finance
3 13 (12.87%) Marketing
4 7 (6.93%) Manufacturing
5 5 (4.95%) Telecoms
6 3 (2.97%) Banking
7 2 (1.98%) Law
7 2 (1.98%) Retail
8 1 (0.99%) Games
8 1 (0.99%) Legal
Job Titles
1 33 (32.67%) Architect
2 27 (26.73%) Developer
3 18 (17.82%) Technical Architect
4 9 (8.91%) Analyst
4 9 (8.91%) Android Developer
4 9 (8.91%) C# Developer
4 9 (8.91%) Data Scientist
4 9 (8.91%) Senior Data Scientist
4 9 (8.91%) Solutions Architect
5 8 (7.92%) Java Engineer
5 8 (7.92%) Software Engineer
6 7 (6.93%) Business Analyst
6 7 (6.93%) Java Software Engineer
7 6 (5.94%) .NET Developer
7 6 (5.94%) AWS Developer
7 6 (5.94%) C# .NET Developer
8 5 (4.95%) Java Developer
8 5 (4.95%) SOA Developer
9 4 (3.96%) Consultant
9 4 (3.96%) Software Architect
Libraries, Frameworks & Software Standards
1 24 (23.76%) AngularJS
2 19 (18.81%) .NET
2 19 (18.81%) React
3 18 (17.82%) HTML
3 18 (17.82%) HTML5
4 16 (15.84%) Node.js
5 12 (11.88%) KnockoutJS
6 10 (9.90%) ASP.NET
6 10 (9.90%) REST
7 9 (8.91%) RxJava
8 7 (6.93%) RESTful
9 6 (5.94%) .NET Core
9 6 (5.94%) ASP.NET Core
9 6 (5.94%) ASP.NET Web API
9 6 (5.94%) CSS
9 6 (5.94%) Web Services
10 4 (3.96%) CSS3
10 4 (3.96%) OAuth
10 4 (3.96%) TensorFlow
11 3 (2.97%) ASP.NET MVC
Miscellaneous
1 13 (12.87%) User Experience
2 10 (9.90%) Algorithms
3 5 (4.95%) Analytical Skills
4 3 (2.97%) Driving Licence
4 3 (2.97%) Greenfield Project
4 3 (2.97%) Management Information System
5 2 (1.98%) Enterprise Software
6 1 (0.99%) Embedded Systems
6 1 (0.99%) Field-Programmable Gate Array
6 1 (0.99%) Mobile App
6 1 (0.99%) SCADA
6 1 (0.99%) Self-Motivation
6 1 (0.99%) Virtual Team
Operating Systems
1 14 (13.86%) Android
2 6 (5.94%) Linux
3 5 (4.95%) Apple iOS
Processes & Methodologies
1 52 (51.49%) Agile Software Development
2 28 (27.72%) Software Engineering
3 26 (25.74%) Microservices
4 22 (21.78%) Artificial Intelligence
4 22 (21.78%) DevOps
5 20 (19.80%) Machine Learning
5 20 (19.80%) SOA
6 18 (17.82%) TDD
7 14 (13.86%) Enterprise Architecture
8 13 (12.87%) Business Intelligence
8 13 (12.87%) Data Science
9 12 (11.88%) Decision-Making
9 12 (11.88%) MVC
9 12 (11.88%) Scrum
9 12 (11.88%) Test Automation
10 11 (10.89%) Business Development
11 10 (9.90%) Android Development
11 10 (9.90%) ArchiMate
11 10 (9.90%) Disruptive Innovation
11 10 (9.90%) TOGAF
Programming Languages
1 42 (41.58%) Java
2 36 (35.64%) C#
3 28 (27.72%) Python
4 23 (22.77%) SQL
5 19 (18.81%) C++
6 18 (17.82%) C
7 14 (13.86%) Scala
8 10 (9.90%) R
9 9 (8.91%) Kotlin
10 7 (6.93%) JavaScript
11 1 (0.99%) Bash Shell
11 1 (0.99%) Perl
11 1 (0.99%) T-SQL
11 1 (0.99%) VB
11 1 (0.99%) VBA
Qualifications
1 18 (17.82%) Security Cleared
2 16 (15.84%) Degree
3 10 (9.90%) ISEB
3 10 (9.90%) SC Cleared
4 7 (6.93%) CITP
4 7 (6.93%) IIBA
5 2 (1.98%) Computer Science Degree
6 1 (0.99%) CISM
6 1 (0.99%) CISSP
6 1 (0.99%) ISTQB
Quality Assurance & Compliance
1 2 (1.98%) QA
2 1 (0.99%) Data Quality
2 1 (0.99%) ISO 22301
2 1 (0.99%) ISO/IEC 27001
System Software
1 1 (0.99%) Docker
Systems Management
1 1 (0.99%) Ansible
1 1 (0.99%) Kubernetes
1 1 (0.99%) Oozie
1 1 (0.99%) Puppet
1 1 (0.99%) Salt
1 1 (0.99%) Terraform
Vendors
1 14 (13.86%) Microsoft
2 5 (4.95%) SAP
3 4 (3.96%) Informatica
3 4 (3.96%) Tableau
4 3 (2.97%) Oracle
4 3 (2.97%) Teradata
5 2 (1.98%) Talend
6 1 (0.99%) Google
6 1 (0.99%) IBM