Period
to 20 November 2018

The following table provides summary statistics for permanent job vacancies advertised in Nottingham 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 20 November 2018 with a comparison to the same period in the previous 2 years.

Big Data
Nottinghamshire > Nottingham
6 months to
20 Nov 2018
Same period 2017 Same period 2016
Rank 42 78 48
Rank change year-on-year +36 -30 +43
Permanent jobs citing Big Data 77 59 115
As % of all permanent IT jobs advertised in Nottingham 5.77% 3.16% 5.71%
As % of the Database & Business Intelligence category 21.45% 9.80% 17.83%
Number of salaries quoted 63 55 106
Nottingham median annual salary £70,000 £70,000 £73,750
Median salary % change year-on-year - -5.08% -15.71%
10th Percentile £45,000 £46,000 £41,563
90th Percentile £110,000 £82,500 £82,500
Nottinghamshire median annual salary £65,000 £67,500 £72,500
% change year-on-year -3.70% -6.90% -6.45%

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 Nottingham with a requirement for database or business intelligence skills.

All Database and Business Intelligence Skills
Nottingham
Permanent vacancies with a requirement for database or business intelligence skills 359 602 645
As % of all permanent IT jobs advertised in Nottingham 26.91% 32.24% 32.04%
Number of salaries quoted 307 538 542
Nottingham median annual salary £42,500 £42,500 £44,000
Median salary % change year-on-year - -3.41% +10.00%
10th Percentile £27,800 £27,500 £31,179
90th Percentile £74,250 £65,000 £78,750
Nottinghamshire median annual salary £42,500 £42,500 £44,000
% change year-on-year - -3.41% +17.33%

Big Data
Job Vacancy Trend in Nottingham

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

Job vacancy trend for Big Data in Nottingham

Big Data
Salary Trend in Nottingham

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

Salary trend for Big Data in Nottingham

Big Data
Salary Histogram in Nottingham

The salary distribution of IT jobs citing Big Data in Nottingham over the 6 months to 20 November 2018.

Salary histogram for Big Data in Nottingham

For the 6 months to 20 November 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 Nottingham region with a requirement for Big Data.

1 58 (75.32%) Apache Spark
2 50 (64.94%) Java
3 43 (55.84%) Agile Software Development
3 43 (55.84%) Hadoop
4 34 (44.16%) Degree
5 31 (40.26%) SQL
5 31 (40.26%) HBase
6 30 (38.96%) Analytics
7 27 (35.06%) Computer Science
7 27 (35.06%) Microsoft Azure
8 26 (33.77%) Software Engineering
9 25 (32.47%) Finance
10 24 (31.17%) Scala
11 22 (28.57%) Amazon AWS
12 20 (25.97%) C++
13 18 (23.38%) Google Cloud Platform
14 17 (22.08%) Elasticsearch
14 17 (22.08%) Flink
14 17 (22.08%) Web Services
14 17 (22.08%) NoSQL
15 16 (20.78%) Visualisation
15 16 (20.78%) Validation
15 16 (20.78%) Problem-Solving
15 16 (20.78%) Performance Tuning
16 15 (19.48%) Power BI
16 15 (19.48%) Computer Science Degree
16 15 (19.48%) Python
16 15 (19.48%) Apache Hive
17 14 (18.18%) Open Source
17 14 (18.18%) Google

Big Data
Co-occurring IT Skills in Nottingham 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 58 (75.32%) Apache Spark
2 17 (22.08%) Elasticsearch
3 2 (2.60%) NServiceBus
4 1 (1.30%) Apache Pig
4 1 (1.30%) Confluence
Applications
1 3 (3.90%) Microsoft Excel
Cloud Services
1 27 (35.06%) Microsoft Azure
2 22 (28.57%) Amazon AWS
3 18 (23.38%) Google Cloud Platform
4 5 (6.49%) Cloud Computing
5 4 (5.19%) Azure Data Factory
6 2 (2.60%) Amazon EMR
7 1 (1.30%) Apigee
7 1 (1.30%) OpenShift
Communications & Networking
1 1 (1.30%) Network Security
Database & Business Intelligence
1 43 (55.84%) Hadoop
2 31 (40.26%) HBase
3 17 (22.08%) Flink
3 17 (22.08%) NoSQL
4 15 (19.48%) Apache Hive
4 15 (19.48%) Power BI
5 14 (18.18%) Impala
6 10 (12.99%) SQL Server
7 9 (11.69%) Data Warehouse
8 8 (10.39%) SQL Server Integration Services
9 7 (9.09%) SQL Server Reporting Services
10 4 (5.19%) Cloudera CDH
10 4 (5.19%) Sqoop
11 3 (3.90%) Azure SQL Data Warehouse
11 3 (3.90%) Looker
11 3 (3.90%) SQL Server Analysis Services
12 2 (2.60%) Blockchain
12 2 (2.60%) Data Lake
12 2 (2.60%) Enterprise Data Warehouse
12 2 (2.60%) Parquet
Development Applications
1 11 (14.29%) Git (software)
2 9 (11.69%) Jenkins
3 8 (10.39%) Atlassian Bamboo
3 8 (10.39%) GitLab
3 8 (10.39%) Gradle
4 3 (3.90%) Bitbucket
5 2 (2.60%) Octopus Deploy
6 1 (1.30%) Artifactory
6 1 (1.30%) Burp Suite
6 1 (1.30%) JIRA
6 1 (1.30%) SoapUI
6 1 (1.30%) Team Foundation Server
General
1 25 (32.47%) Finance
2 4 (5.19%) French Language
2 4 (5.19%) German Language
2 4 (5.19%) Retail
3 2 (2.60%) Telecoms
4 1 (1.30%) Advertising
4 1 (1.30%) Banking
Job Titles
1 25 (32.47%) Developer
2 24 (31.17%) Big Data Engineer
3 23 (29.87%) Data Engineer
4 18 (23.38%) Big Data Developer
5 13 (16.88%) Java Developer
5 13 (16.88%) Senior Developer
6 12 (15.58%) Hadoop Engineer
6 12 (15.58%) Senior Big Data Developer
7 9 (11.69%) Java Engineer
8 7 (9.09%) Architect
9 6 (7.79%) Big Data Software Engineer
9 6 (7.79%) Senior Java Developer
9 6 (7.79%) Software Engineer
10 5 (6.49%) Head of Information
10 5 (6.49%) Head of Information Management
11 4 (5.19%) Analytics Manager
11 4 (5.19%) Development Engineer
11 4 (5.19%) Senior Java Engineer
11 4 (5.19%) Senior Java Software Engineer
11 4 (5.19%) Senior Software Engineer
Libraries, Frameworks & Software Standards
1 17 (22.08%) Web Services
2 14 (18.18%) Kafka
3 7 (9.09%) .NET
4 4 (5.19%) REST
4 4 (5.19%) RESTful
5 2 (2.60%) AngularJS
5 2 (2.60%) Apache Avro
5 2 (2.60%) ASP.NET
5 2 (2.60%) ASP.NET MVC
5 2 (2.60%) HTML
6 1 (1.30%) J2EE
6 1 (1.30%) Node.js
6 1 (1.30%) React
6 1 (1.30%) Swagger
Miscellaneous
1 27 (35.06%) Computer Science
2 13 (16.88%) Public Cloud
3 8 (10.39%) Self-Motivation
4 7 (9.09%) Data Structures
5 6 (7.79%) Analytical Skills
6 2 (2.60%) Data Centre
6 2 (2.60%) Digital Media
6 2 (2.60%) Greenfield Project
6 2 (2.60%) Mobile App
7 1 (1.30%) Algorithms
7 1 (1.30%) Management Information System
7 1 (1.30%) Private Cloud
Operating Systems
1 9 (11.69%) Linux
2 8 (10.39%) Unix
3 1 (1.30%) Windows
3 1 (1.30%) Windows Server
Processes & Methodologies
1 43 (55.84%) Agile Software Development
2 30 (38.96%) Analytics
3 26 (33.77%) Software Engineering
4 16 (20.78%) Performance Tuning
4 16 (20.78%) Problem-Solving
4 16 (20.78%) Validation
4 16 (20.78%) Visualisation
5 14 (18.18%) Open Source
6 13 (16.88%) MapReduce
6 13 (16.88%) Test Automation
7 11 (14.29%) Business Intelligence
8 10 (12.99%) Continuous Integration
9 9 (11.69%) Big Data Analytics
9 9 (11.69%) Computational Intelligence
9 9 (11.69%) Data Analysis
9 9 (11.69%) Data Analytics
9 9 (11.69%) Data Development
9 9 (11.69%) Data Science
9 9 (11.69%) Deployment Automation
9 9 (11.69%) Telematics
Programming Languages
1 50 (64.94%) Java
2 31 (40.26%) SQL
3 24 (31.17%) Scala
4 20 (25.97%) C++
5 15 (19.48%) Python
6 8 (10.39%) MATLAB
6 8 (10.39%) R
7 6 (7.79%) C#
8 4 (5.19%) PowerShell
9 3 (3.90%) JavaScript
10 1 (1.30%) PL/SQL
10 1 (1.30%) T-SQL
10 1 (1.30%) TypeScript
Qualifications
1 34 (44.16%) Degree
2 15 (19.48%) Computer Science Degree
3 4 (5.19%) Numerate Degree
4 1 (1.30%) CEH
4 1 (1.30%) CREST Certified
4 1 (1.30%) OSCP
Quality Assurance & Compliance
1 7 (9.09%) Data Quality
2 3 (3.90%) GDPR
3 1 (1.30%) PCI DSS
3 1 (1.30%) PMO
3 1 (1.30%) QA
System Software
1 6 (7.79%) HDFS
2 1 (1.30%) Apache Flume
2 1 (1.30%) Docker
Systems Management
1 12 (15.58%) Oozie
2 8 (10.39%) Puppet
3 1 (1.30%) Opscode Chef
Vendors
1 14 (18.18%) Google
1 14 (18.18%) Tableau
2 13 (16.88%) Cloudera
3 6 (7.79%) Oracle
4 4 (5.19%) Alteryx
4 4 (5.19%) Hortonworks
4 4 (5.19%) Microsoft
4 4 (5.19%) Reuters
5 1 (1.30%) Cisco