Period
to 18 January 2019

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

Big Data
Northamptonshire > Northampton
6 months to
18 Jan 2019
Same period 2018 Same period 2017
Rank 59 76 76
Rank change year-on-year +17 0 +32
Permanent jobs citing Big Data 23 1 13
As % of all permanent IT jobs advertised in Northampton 3.09% 0.14% 1.44%
As % of the Database & Business Intelligence category 9.13% 0.53% 4.15%
Number of salaries quoted 15 1 13
Northampton median annual salary £53,500 £47,500 £50,000
Median salary % change year-on-year +12.63% -5.00% -13.04%
10th Percentile £35,550 £43,750 £45,000
90th Percentile £90,000 £51,250 £76,950
Northamptonshire median annual salary £82,500 £47,500 £50,000
% change year-on-year +73.68% -5.00% -13.04%

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 252 189 313
As % of all permanent IT jobs advertised in Northampton 33.87% 26.73% 34.59%
Number of salaries quoted 195 145 226
Northampton median annual salary £42,500 £40,000 £45,000
Median salary % change year-on-year +6.25% -11.11% +12.50%
10th Percentile £28,841 £19,125 £27,500
90th Percentile £69,200 £67,300 £62,500
Northamptonshire median annual salary £42,500 £42,500 £42,500

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 18 January 2019.

Salary histogram for Big Data in Northampton

For the 6 months to 18 January 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 Northampton region with a requirement for Big Data.

1 16 (69.57%) Hadoop
2 15 (65.22%) Java
3 12 (52.17%) Python
3 12 (52.17%) Apache Spark
4 11 (47.83%) SQL
4 11 (47.83%) Finance
4 11 (47.83%) Agile Software Development
5 9 (39.13%) NoSQL
6 8 (34.78%) Analytical Skills
6 8 (34.78%) Use Case
6 8 (34.78%) Risk Management
7 7 (30.43%) Data Modelling
7 7 (30.43%) Data Architecture
7 7 (30.43%) Amazon AWS
8 6 (26.09%) Scala
8 6 (26.09%) Machine Learning
8 6 (26.09%) Data Engineering
8 6 (26.09%) Business Intelligence
9 5 (21.74%) Data Warehouse
9 5 (21.74%) Star Schema
9 5 (21.74%) ETL
9 5 (21.74%) XML
9 5 (21.74%) JSON
9 5 (21.74%) Banking
9 5 (21.74%) Google
9 5 (21.74%) BigQuery
9 5 (21.74%) Google Cloud Platform
9 5 (21.74%) Analytics
9 5 (21.74%) MapR
9 5 (21.74%) Master Data Management

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 (52.17%) Apache Spark
2 3 (13.04%) SAS
3 2 (8.70%) Elasticsearch
Applications
1 1 (4.35%) Microsoft Excel
1 1 (4.35%) Microsoft Office
Cloud Services
1 7 (30.43%) Amazon AWS
2 5 (21.74%) Google Cloud Platform
2 5 (21.74%) IBM Cloud
2 5 (21.74%) Microsoft Azure
Communications & Networking
1 2 (8.70%) Kerberos
Database & Business Intelligence
1 16 (69.57%) Hadoop
2 9 (39.13%) NoSQL
3 5 (21.74%) BigQuery
3 5 (21.74%) Data Warehouse
3 5 (21.74%) Impala
3 5 (21.74%) Star Schema
4 4 (17.39%) Apache Hive
5 3 (13.04%) HBase
6 2 (8.70%) MySQL
6 2 (8.70%) Relational Database
6 2 (8.70%) Sqoop
7 1 (4.35%) Data Lake
7 1 (4.35%) Data Mining
7 1 (4.35%) Text Mining
Development Applications
1 1 (4.35%) Git (software)
General
1 11 (47.83%) Finance
2 5 (21.74%) Banking
3 1 (4.35%) Games
3 1 (4.35%) Law
3 1 (4.35%) Manufacturing
3 1 (4.35%) Retail
Job Titles
1 8 (34.78%) Architect
2 7 (30.43%) Developer
3 6 (26.09%) Data Architect
4 5 (21.74%) Senior Architect
4 5 (21.74%) Senior Data Architect
5 3 (13.04%) Data Engineer
6 2 (8.70%) Big Data Developer
6 2 (8.70%) Big Data Engineer
6 2 (8.70%) Data Scientist
6 2 (8.70%) ETL Developer
6 2 (8.70%) Java Developer
6 2 (8.70%) Java Engineer
6 2 (8.70%) SAS Architect
6 2 (8.70%) Senior Developer
6 2 (8.70%) Senior Java Developer
6 2 (8.70%) Solutions Architect
7 1 (4.35%) Analyst
7 1 (4.35%) Operations Engineer
7 1 (4.35%) Senior Data Scientist
7 1 (4.35%) Senior Operations Engineer
Libraries, Frameworks & Software Standards
1 5 (21.74%) JSON
1 5 (21.74%) Kafka
1 5 (21.74%) XML
2 3 (13.04%) Elastic Stack
2 3 (13.04%) Natural Language Processing
2 3 (13.04%) NumPy
2 3 (13.04%) Pandas
3 2 (8.70%) AngularJS
3 2 (8.70%) HTML5 Canvas
3 2 (8.70%) J2EE
3 2 (8.70%) Java EE
3 2 (8.70%) Node.js
3 2 (8.70%) PySpark
3 2 (8.70%) React
3 2 (8.70%) REST
3 2 (8.70%) Spark Streaming
3 2 (8.70%) Spring
3 2 (8.70%) Spring MVC
4 1 (4.35%) scikit-learn
4 1 (4.35%) SciPy
Miscellaneous
1 8 (34.78%) Analytical Skills
2 3 (13.04%) Algorithms
2 3 (13.04%) Greenfield Project
3 2 (8.70%) Credit Risk
3 2 (8.70%) User Experience
4 1 (4.35%) Enterprise Software
Operating Systems
1 2 (8.70%) Unix
Processes & Methodologies
1 11 (47.83%) Agile Software Development
2 8 (34.78%) Risk Management
2 8 (34.78%) Use Case
3 7 (30.43%) Data Architecture
3 7 (30.43%) Data Modelling
4 6 (26.09%) Business Intelligence
4 6 (26.09%) Data Engineering
4 6 (26.09%) Machine Learning
5 5 (21.74%) Analytics
5 5 (21.74%) ETL
5 5 (21.74%) Master Data Management
5 5 (21.74%) Monetization
6 3 (13.04%) Artificial Intelligence
6 3 (13.04%) Data Science
6 3 (13.04%) MVC
6 3 (13.04%) Open Source
6 3 (13.04%) Visualisation
7 2 (8.70%) Credit Risk Management
7 2 (8.70%) Random Forest
7 2 (8.70%) Re-Platforming
Programming Languages
1 15 (65.22%) Java
2 12 (52.17%) Python
3 11 (47.83%) SQL
4 6 (26.09%) Scala
5 4 (17.39%) JavaScript
6 2 (8.70%) Java 8
6 2 (8.70%) PHP
6 2 (8.70%) R
6 2 (8.70%) Ruby
Qualifications
1 2 (8.70%) Degree
2 1 (4.35%) Security Cleared
Quality Assurance & Compliance
1 2 (8.70%) Basel III
1 2 (8.70%) COREP
1 2 (8.70%) CRD IV
System Software
1 4 (17.39%) Apache Flume
2 2 (8.70%) Apache ZooKeeper
Systems Management
1 3 (13.04%) Hadoop YARN
1 3 (13.04%) Kibana
2 2 (8.70%) logstash
2 2 (8.70%) Oozie
Vendors
1 5 (21.74%) Cloudera
1 5 (21.74%) Google
1 5 (21.74%) MapR
2 2 (8.70%) Ab Initio
2 2 (8.70%) Oracle
3 1 (4.35%) Microsoft
3 1 (4.35%) Splunk