Period
to 18 February 2019

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 18 February 2019 with a comparison to the same period in the previous 2 years.

Big Data
Nottinghamshire > Nottingham
6 months to
18 Feb 2019
Same period 2018 Same period 2017
Rank 39 86 38
Rank change year-on-year +47 -48 +60
Permanent jobs citing Big Data 74 62 133
As % of all permanent IT jobs advertised in Nottingham 6.07% 3.42% 6.78%
As % of the Database & Business Intelligence category 25.87% 10.78% 19.91%
Number of salaries quoted 63 60 130
Nottingham median annual salary £65,000 £63,750 £70,000
Median salary % change year-on-year +1.96% -8.93% -
10th Percentile £32,350 £45,000 £42,500
90th Percentile £110,000 £82,500 £82,500
Nottinghamshire median annual salary £65,000 £62,500 £70,000
% change year-on-year +4.00% -10.71% -

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 286 575 668
As % of all permanent IT jobs advertised in Nottingham 23.46% 31.75% 34.05%
Number of salaries quoted 245 522 548
Nottingham median annual salary £44,500 £42,500 £42,500
Median salary % change year-on-year +4.71% - +6.25%
10th Percentile £29,250 £27,500 £30,975
90th Percentile £75,000 £65,000 £80,000
Nottinghamshire median annual salary £43,500 £42,500 £42,500
% change year-on-year +2.35% - +11.84%

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 18 February 2019.

Salary histogram for Big Data in Nottingham

For the 6 months to 18 February 2019, 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 49 (66.22%) Agile Software Development
2 40 (54.05%) Java
2 40 (54.05%) Apache Spark
3 32 (43.24%) Hadoop
3 32 (43.24%) Analytics
4 31 (41.89%) Degree
4 31 (41.89%) SQL
5 27 (36.49%) HBase
6 25 (33.78%) Test Automation
7 23 (31.08%) Software Engineering
7 23 (31.08%) Computer Science
8 22 (29.73%) Finance
9 20 (27.03%) Amazon AWS
9 20 (27.03%) Apache Hive
10 17 (22.97%) Impala
10 17 (22.97%) Microsoft Azure
11 16 (21.62%) Problem-Solving
12 15 (20.27%) Bitbucket
12 15 (20.27%) Scala
12 15 (20.27%) C++
13 14 (18.92%) C#
13 14 (18.92%) MongoDB
13 14 (18.92%) NServiceBus
13 14 (18.92%) Kafka
13 14 (18.92%) Performance Tuning
13 14 (18.92%) Octopus Deploy
13 14 (18.92%) Mobile App
13 14 (18.92%) Public Cloud
13 14 (18.92%) Technical Leadership
14 13 (17.57%) Computer Science Degree

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 40 (54.05%) Apache Spark
2 14 (18.92%) NServiceBus
3 11 (14.86%) Elasticsearch
4 4 (5.41%) Apache
5 3 (4.05%) Apache Pig
6 1 (1.35%) Confluence
Applications
1 1 (1.35%) Microsoft Excel
1 1 (1.35%) Microsoft PowerPoint
Cloud Services
1 20 (27.03%) Amazon AWS
2 17 (22.97%) Microsoft Azure
3 11 (14.86%) Google Cloud Platform
4 4 (5.41%) Azure Data Factory
5 1 (1.35%) Amazon EMR
5 1 (1.35%) Apigee
5 1 (1.35%) Cloud Computing
5 1 (1.35%) OpenShift
5 1 (1.35%) SaaS
Communications & Networking
1 1 (1.35%) Network Security
Database & Business Intelligence
1 32 (43.24%) Hadoop
2 27 (36.49%) HBase
3 20 (27.03%) Apache Hive
4 17 (22.97%) Impala
5 14 (18.92%) MongoDB
6 12 (16.22%) Flink
7 9 (12.16%) Power BI
8 6 (8.11%) SQL Server Integration Services
9 5 (6.76%) Data Warehouse
9 5 (6.76%) SQL Server
10 4 (5.41%) NoSQL
10 4 (5.41%) SQL Server Reporting Services
11 2 (2.70%) Apache Cassandra
11 2 (2.70%) OLAP
11 2 (2.70%) OLTP
11 2 (2.70%) Spark SQL
12 1 (1.35%) Azure SQL Data Warehouse
12 1 (1.35%) Cloudera CDH
12 1 (1.35%) Microsoft Analysis Services
12 1 (1.35%) SQL Server Analysis Services
Development Applications
1 15 (20.27%) Bitbucket
2 14 (18.92%) Octopus Deploy
3 7 (9.46%) Git (software)
4 6 (8.11%) Atlassian Bamboo
4 6 (8.11%) GitLab
4 6 (8.11%) Gradle
4 6 (8.11%) Jenkins
5 1 (1.35%) Artifactory
5 1 (1.35%) Burp Suite
5 1 (1.35%) JIRA
5 1 (1.35%) SoapUI
5 1 (1.35%) Visual Studio
General
1 22 (29.73%) Finance
2 2 (2.70%) Retail
3 1 (1.35%) Advertising
3 1 (1.35%) Banking
3 1 (1.35%) French Language
3 1 (1.35%) German Language
3 1 (1.35%) Marketing
Job Titles
1 33 (44.59%) Developer
2 18 (24.32%) Big Data Developer
3 14 (18.92%) Java Developer
4 12 (16.22%) Senior Developer
5 11 (14.86%) Senior Big Data Developer
6 8 (10.81%) Architect
6 8 (10.81%) Big Data Engineer
6 8 (10.81%) Tester
7 7 (9.46%) Automation Tester
7 7 (9.46%) Data Architect
7 7 (9.46%) QA Automation Tester
7 7 (9.46%) QA Tester
8 6 (8.11%) .NET Developer
8 6 (8.11%) ASP.NET Developer
8 6 (8.11%) C# .NET Developer
8 6 (8.11%) C# ASP.NET Developer
8 6 (8.11%) C# Developer
8 6 (8.11%) Mid-Level .NET Developer
8 6 (8.11%) Mid-Level C# .NET Developer
8 6 (8.11%) Mid-Level C# Developer
Libraries, Frameworks & Software Standards
1 14 (18.92%) Kafka
2 13 (17.57%) Web Services
3 8 (10.81%) .NET
4 6 (8.11%) ASP.NET
5 2 (2.70%) Apache NiFi
5 2 (2.70%) REST
5 2 (2.70%) RESTful
5 2 (2.70%) Spark Streaming
6 1 (1.35%) Apache Avro
6 1 (1.35%) Apache Flex
6 1 (1.35%) HTML
6 1 (1.35%) J2EE
6 1 (1.35%) Swagger
Miscellaneous
1 14 (18.92%) Mobile App
1 14 (18.92%) Public Cloud
2 6 (8.11%) Analytical Skills
2 6 (8.11%) Self-Motivation
3 4 (5.41%) Cloud Native
3 4 (5.41%) Enterprise Software
4 2 (2.70%) Data Structures
5 1 (1.35%) Greenfield Project
5 1 (1.35%) Management Information System
5 1 (1.35%) Private Cloud
Operating Systems
1 6 (8.11%) Linux
1 6 (8.11%) Unix
Processes & Methodologies
1 49 (66.22%) Agile Software Development
2 32 (43.24%) Analytics
3 25 (33.78%) Test Automation
4 23 (31.08%) Computer Science
4 23 (31.08%) Software Engineering
5 16 (21.62%) Problem-Solving
6 14 (18.92%) Performance Tuning
6 14 (18.92%) Technical Leadership
7 13 (17.57%) Data Analysis
7 13 (17.57%) MapReduce
7 13 (17.57%) Unit Testing
8 11 (14.86%) Validation
9 10 (13.51%) Open Source
10 9 (12.16%) Data Modelling
11 7 (9.46%) Continuous Integration
11 7 (9.46%) Dependency Injection
11 7 (9.46%) Deployment Automation
11 7 (9.46%) Manual Testing
11 7 (9.46%) Visualisation
12 6 (8.11%) Functional Programming
Programming Languages
1 40 (54.05%) Java
2 31 (41.89%) SQL
3 15 (20.27%) C++
3 15 (20.27%) Scala
4 14 (18.92%) C#
5 3 (4.05%) Python
6 2 (2.70%) MATLAB
6 2 (2.70%) R
7 1 (1.35%) PL/SQL
7 1 (1.35%) T-SQL
7 1 (1.35%) VBA
Qualifications
1 31 (41.89%) Degree
2 13 (17.57%) Computer Science Degree
3 5 (6.76%) AWS Certification
4 4 (5.41%) Numerate Degree
5 1 (1.35%) CEH
5 1 (1.35%) CREST Certified
5 1 (1.35%) OSCP
Quality Assurance & Compliance
1 8 (10.81%) QA
2 2 (2.70%) Data Quality
3 1 (1.35%) PMO
System Software
1 9 (12.16%) HDFS
2 3 (4.05%) Apache Flume
Systems Management
1 7 (9.46%) Oozie
2 6 (8.11%) Puppet
3 2 (2.70%) Hadoop YARN
Vendors
1 9 (12.16%) Google
2 7 (9.46%) Tableau
3 6 (8.11%) Microsoft
4 4 (5.41%) Alteryx
4 4 (5.41%) Hortonworks
4 4 (5.41%) Reuters
5 3 (4.05%) Cloudera
6 1 (1.35%) CA
6 1 (1.35%) Cisco
6 1 (1.35%) Databricks
6 1 (1.35%) Oracle