Period
to 20 November 2018

The following table provides summary statistics for permanent job vacancies advertised in Northampton 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
Northamptonshire > Northampton
6 months to
20 Nov 2018
Same period 2017 Same period 2016
Rank 64 - 94
Rank change year-on-year - +94 +11
Permanent jobs citing Big Data 25 0 3
As % of all permanent IT jobs advertised in Northampton 3.04% - 0.30%
As % of the Database & Business Intelligence category 8.50% - 1.08%
Number of salaries quoted 16 0 1
Northampton median annual salary £71,750 - £32,500
10th Percentile £45,000 - £31,250
90th Percentile £95,000 - £33,750
Northamptonshire median annual salary £90,000 £35,000 £32,500
% change year-on-year +157.14% +7.69% -48.00%

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 Northampton with a requirement for database or business intelligence skills.

All Database and Business Intelligence Skills
Northampton
Permanent vacancies with a requirement for database or business intelligence skills 294 178 279
As % of all permanent IT jobs advertised in Northampton 35.77% 25.95% 28.30%
Number of salaries quoted 224 135 183
Northampton median annual salary £41,500 £42,500 £42,500
Median salary % change year-on-year -2.35% - +6.25%
10th Percentile £28,500 £20,750 £25,500
90th Percentile £61,250 £68,500 £62,500
Northamptonshire median annual salary £42,500 £42,500 £40,000
% change year-on-year - +6.25% -

Big Data
Job Vacancy Trend in Northampton

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

Job vacancy trend for Big Data in Northampton

Big Data
Salary Trend in Northampton

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

Salary trend for Big Data in Northampton

Big Data
Salary Histogram in Northampton

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

Salary histogram for Big Data in Northampton

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 Northampton region with a requirement for Big Data.

1 18 (72.00%) Hadoop
2 15 (60.00%) Java
3 13 (52.00%) Finance
3 13 (52.00%) Agile Software Development
4 12 (48.00%) Python
4 12 (48.00%) Apache Spark
5 11 (44.00%) SQL
6 10 (40.00%) Data Warehouse
6 10 (40.00%) Business Intelligence
7 9 (36.00%) Data Architecture
7 9 (36.00%) Master Data Management
7 9 (36.00%) Amazon AWS
7 9 (36.00%) NoSQL
8 8 (32.00%) Analytical Skills
8 8 (32.00%) Use Case
8 8 (32.00%) Data Modelling
9 7 (28.00%) Google
9 7 (28.00%) BigQuery
9 7 (28.00%) Google Cloud Platform
9 7 (28.00%) Analytics
10 6 (24.00%) Data Engineering
10 6 (24.00%) Scala
10 6 (24.00%) Machine Learning
10 6 (24.00%) Risk Management
11 5 (20.00%) JSON
11 5 (20.00%) Star Schema
11 5 (20.00%) XML
11 5 (20.00%) Cloudera
11 5 (20.00%) Kafka
11 5 (20.00%) Visualisation

Big Data
Co-occurring IT Skills in Northampton 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 12 (48.00%) Apache Spark
2 3 (12.00%) SAS
3 2 (8.00%) Elasticsearch
Cloud Services
1 9 (36.00%) Amazon AWS
2 7 (28.00%) Google Cloud Platform
3 5 (20.00%) IBM Cloud
3 5 (20.00%) Microsoft Azure
Communications & Networking
1 2 (8.00%) Kerberos
Database & Business Intelligence
1 18 (72.00%) Hadoop
2 10 (40.00%) Data Warehouse
3 9 (36.00%) NoSQL
4 7 (28.00%) BigQuery
5 5 (20.00%) Star Schema
6 4 (16.00%) Apache Hive
7 3 (12.00%) HBase
7 3 (12.00%) Impala
8 2 (8.00%) MySQL
8 2 (8.00%) Relational Database
8 2 (8.00%) Sqoop
9 1 (4.00%) Data Lake
9 1 (4.00%) Data Mining
9 1 (4.00%) Text Mining
Development Applications
1 1 (4.00%) Git (software)
General
1 13 (52.00%) Finance
2 4 (16.00%) Banking
3 1 (4.00%) Games
3 1 (4.00%) General Ledger
Job Titles
1 7 (28.00%) Architect
1 7 (28.00%) Data Architect
1 7 (28.00%) Developer
2 5 (20.00%) Senior Architect
2 5 (20.00%) Senior Data Architect
3 3 (12.00%) Data Engineer
4 2 (8.00%) Analyst
4 2 (8.00%) Big Data Architect
4 2 (8.00%) Big Data Developer
4 2 (8.00%) Big Data Engineer
4 2 (8.00%) Data Scientist
4 2 (8.00%) ETL Developer
4 2 (8.00%) Head of Architecture
4 2 (8.00%) Head of Data Architecture
4 2 (8.00%) Java Developer
4 2 (8.00%) Java Engineer
4 2 (8.00%) Senior Developer
4 2 (8.00%) Senior Java Developer
5 1 (4.00%) Senior Data Scientist
5 1 (4.00%) Testing Analyst
Libraries, Frameworks & Software Standards
1 5 (20.00%) JSON
1 5 (20.00%) Kafka
1 5 (20.00%) XML
2 3 (12.00%) Elastic Stack
2 3 (12.00%) Natural Language Processing
2 3 (12.00%) NumPy
2 3 (12.00%) Pandas
3 2 (8.00%) AngularJS
3 2 (8.00%) HTML5 Canvas
3 2 (8.00%) J2EE
3 2 (8.00%) Java EE
3 2 (8.00%) Node.js
3 2 (8.00%) PySpark
3 2 (8.00%) React
3 2 (8.00%) REST
3 2 (8.00%) Spark Streaming
3 2 (8.00%) Spring
3 2 (8.00%) Spring MVC
4 1 (4.00%) scikit-learn
4 1 (4.00%) SciPy
Miscellaneous
1 8 (32.00%) Analytical Skills
2 3 (12.00%) Algorithms
3 2 (8.00%) Credit Risk
3 2 (8.00%) Greenfield Project
3 2 (8.00%) User Experience
4 1 (4.00%) Computer Science
4 1 (4.00%) Enterprise Software
Operating Systems
1 2 (8.00%) Unix
Processes & Methodologies
1 13 (52.00%) Agile Software Development
2 10 (40.00%) Business Intelligence
3 9 (36.00%) Data Architecture
3 9 (36.00%) Master Data Management
4 8 (32.00%) Data Modelling
4 8 (32.00%) Use Case
5 7 (28.00%) Analytics
6 6 (24.00%) Data Engineering
6 6 (24.00%) Machine Learning
6 6 (24.00%) Risk Management
7 5 (20.00%) Monetization
7 5 (20.00%) Visualisation
8 3 (12.00%) Artificial Intelligence
8 3 (12.00%) Data Analysis
8 3 (12.00%) Data Science
8 3 (12.00%) ETL
8 3 (12.00%) MVC
9 2 (8.00%) Data Security
9 2 (8.00%) ITIL
9 2 (8.00%) TDD
Programming Languages
1 15 (60.00%) Java
2 12 (48.00%) Python
3 11 (44.00%) SQL
4 6 (24.00%) Scala
5 4 (16.00%) JavaScript
6 2 (8.00%) Java 8
6 2 (8.00%) PHP
6 2 (8.00%) R
6 2 (8.00%) Ruby
Qualifications
1 1 (4.00%) Degree
Quality Assurance & Compliance
1 2 (8.00%) Data Quality
System Software
1 4 (16.00%) Apache Flume
2 2 (8.00%) Apache ZooKeeper
Systems Management
1 3 (12.00%) Hadoop YARN
1 3 (12.00%) Kibana
2 2 (8.00%) logstash
2 2 (8.00%) Oozie
Vendors
1 7 (28.00%) Google
2 5 (20.00%) Cloudera
2 5 (20.00%) MapR
3 2 (8.00%) Oracle
3 2 (8.00%) Teradata
4 1 (4.00%) Splunk