Period
to 23 June 2018

The following table provides summary statistics for permanent job vacancies advertised in Cambridgeshire with a requirement for Hadoop skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Hadoop over the 6 months to 23 June 2018 with a comparison to the same period in the previous 2 years.

Apache Hadoop
East of England > Cambridgeshire
6 months to
23 Jun 2018
Same period 2017 Same period 2016
Rank 158 161 157
Rank change year-on-year +3 -4 +19
Permanent jobs citing Hadoop 55 28 41
As % of all permanent IT jobs advertised in Cambridgeshire 1.29% 0.77% 1.02%
As % of the Database & Business Intelligence category 5.27% 3.07% 4.06%
Number of salaries quoted 47 11 30
Cambridgeshire median annual salary £52,500 £55,000 £52,500
Median salary % change year-on-year -4.55% +4.76% -22.22%
10th Percentile £39,241 £37,500 £30,000
90th Percentile £70,000 £72,500 £80,625
East of England median annual salary £65,000 £55,000 £60,000
% change year-on-year +18.18% -8.33% +14.29%

Hadoop 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 Cambridgeshire with a requirement for database or business intelligence skills.

All Database and Business Intelligence Skills
Cambridgeshire
Permanent vacancies with a requirement for database or business intelligence skills 1,043 913 1,011
As % of all permanent IT jobs advertised in Cambridgeshire 24.41% 25.25% 25.26%
Number of salaries quoted 772 761 846
Cambridgeshire median annual salary £45,000 £42,000 £41,500
Median salary % change year-on-year +7.14% +1.20% +2.47%
10th Percentile £30,525 £28,750 £28,000
90th Percentile £67,500 £61,250 £62,500
East of England median annual salary £47,500 £44,500 £44,500
% change year-on-year +6.74% - +4.71%

Hadoop
Job Vacancy Trend in Cambridgeshire

Job postings citing Hadoop as a percentage of all IT jobs advertised in Cambridgeshire.

Job vacancy trend for Hadoop in Cambridgeshire

Hadoop
Salary Trend in Cambridgeshire

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Hadoop in Cambridgeshire.

Salary trend for Hadoop in Cambridgeshire

Hadoop
Salary Histogram in Cambridgeshire

The salary distribution of IT jobs citing Hadoop in Cambridgeshire over the 6 months to 23 June 2018.

Salary histogram for Hadoop in Cambridgeshire

Hadoop
Job Locations in Cambridgeshire

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Hadoop within the Cambridgeshire region over the 6 months to 23 June 2018. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 6 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Past 6 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
Cambridge +9 51 £52,500 -4.55% 3
Peterborough - 2 - -
Hadoop
East of England

For the 6 months to 23 June 2018, IT jobs citing Hadoop 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 Cambridgeshire region with a requirement for Hadoop.

1 33 (60.00%) Big Data
2 31 (56.36%) Data Science
3 26 (47.27%) Analytics
4 24 (43.64%) Python
5 18 (32.73%) Machine Learning
6 17 (30.91%) Software Engineering
7 16 (29.09%) Apache Hive
8 15 (27.27%) MongoDB
8 15 (27.27%) Algorithms
8 15 (27.27%) SQL
9 14 (25.45%) Java
9 14 (25.45%) Degree
9 14 (25.45%) TensorFlow
10 13 (23.64%) Predictive Analysis
10 13 (23.64%) Deep Learning
10 13 (23.64%) Bayesian Methods
10 13 (23.64%) Neural Network
11 12 (21.82%) Amazon AWS
11 12 (21.82%) Relational Database
11 12 (21.82%) Apache Spark
12 11 (20.00%) Mathematics
12 11 (20.00%) Agile Software Development
12 11 (20.00%) MySQL
12 11 (20.00%) Data Modelling
13 10 (18.18%) Validation
13 10 (18.18%) Data Warehouse
13 10 (18.18%) SDLC
14 9 (16.36%) NoSQL
14 9 (16.36%) R
14 9 (16.36%) Apache

Hadoop
Co-occurring IT Skills in Cambridgeshire 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 (21.82%) Apache Spark
2 9 (16.36%) Apache
3 6 (10.91%) SAS
4 5 (9.09%) Apache Solr
5 4 (7.27%) Elasticsearch
6 2 (3.64%) Apache Pig
Applications
1 2 (3.64%) Microsoft Excel
1 2 (3.64%) Microsoft PowerPoint
Cloud Services
1 12 (21.82%) Amazon AWS
2 9 (16.36%) Microsoft Azure
Communications & Networking
1 3 (5.45%) Internet
2 2 (3.64%) DNS
2 2 (3.64%) Firewall
2 2 (3.64%) Kerberos
2 2 (3.64%) NAS
2 2 (3.64%) SMS
2 2 (3.64%) SSL
2 2 (3.64%) TCP/IP
Database & Business Intelligence
1 33 (60.00%) Big Data
2 16 (29.09%) Apache Hive
3 15 (27.27%) MongoDB
4 12 (21.82%) Relational Database
5 11 (20.00%) MySQL
6 10 (18.18%) Data Warehouse
7 9 (16.36%) NoSQL
8 8 (14.55%) Geospatial Data
8 8 (14.55%) GIS
9 5 (9.09%) Power BI
9 5 (9.09%) Sqoop
10 4 (7.27%) Blockchain
10 4 (7.27%) Data Mining
10 4 (7.27%) QlikView
11 3 (5.45%) BusinessObjects
11 3 (5.45%) HBase
11 3 (5.45%) PostgreSQL
12 2 (3.64%) BusinessObjects Business Intelligence
12 2 (3.64%) HDInsight
12 2 (3.64%) SAS EBI
Development Applications
1 3 (5.45%) Git (software)
1 3 (5.45%) Maven
2 1 (1.82%) Subversion
General
1 6 (10.91%) Retail
2 5 (9.09%) Law
3 4 (7.27%) Finance
3 4 (7.27%) Games
4 2 (3.64%) Manufacturing
5 1 (1.82%) Pharmaceutical
Job Titles
1 14 (25.45%) Developer
2 11 (20.00%) Data Scientist
3 9 (16.36%) Machine Learning Researcher
4 8 (14.55%) Analytics Developer
4 8 (14.55%) Report Developer
5 6 (10.91%) Machine Learning Engineer
6 5 (9.09%) Software Engineer
7 4 (7.27%) Administrator
7 4 (7.27%) Senior Data Scientist
8 3 (5.45%) Hadoop Developer
8 3 (5.45%) Java Engineer
8 3 (5.45%) JavaScript Engineer
8 3 (5.45%) Linux Engineer
8 3 (5.45%) Principal Developer
8 3 (5.45%) Programmer
8 3 (5.45%) Python Engineer
8 3 (5.45%) Senior Programmer
9 2 (3.64%) DBA
9 2 (3.64%) Senior Developer
9 2 (3.64%) Senior Java Programmer
Libraries, Frameworks & Software Standards
1 14 (25.45%) TensorFlow
2 8 (14.55%) Google Maps API
3 7 (12.73%) HTML
3 7 (12.73%) HTML5
4 6 (10.91%) Kafka
5 5 (9.09%) Web Services
6 3 (5.45%) Apache Commons
6 3 (5.45%) CSS
6 3 (5.45%) jQuery
6 3 (5.45%) Natural Language Processing
6 3 (5.45%) OSGi
6 3 (5.45%) REST
6 3 (5.45%) SOAP
6 3 (5.45%) Spring
6 3 (5.45%) WSDL
7 2 (3.64%) Keras
7 2 (3.64%) Pandas
7 2 (3.64%) scikit-learn
7 2 (3.64%) SciPy
7 2 (3.64%) SparkR
Miscellaneous
1 15 (27.27%) Algorithms
2 8 (14.55%) Management Information System
3 6 (10.91%) Computer Science
4 4 (7.27%) iPad
4 4 (7.27%) iPhone
4 4 (7.27%) PlayStation
4 4 (7.27%) Xbox
5 3 (5.45%) Analytical Skills
5 3 (5.45%) Fintech
6 2 (3.64%) Clustering
6 2 (3.64%) Data Structures
6 2 (3.64%) Replication
7 1 (1.82%) Enterprise Software
7 1 (1.82%) Life Science
7 1 (1.82%) Mobile App
Operating Systems
1 6 (10.91%) Android
2 5 (9.09%) Linux
3 3 (5.45%) Oracle Linux
3 3 (5.45%) Red Hat Enterprise Linux
4 2 (3.64%) Apple iOS
4 2 (3.64%) Mac OS
4 2 (3.64%) Unix
4 2 (3.64%) VMS
4 2 (3.64%) Windows
Processes & Methodologies
1 31 (56.36%) Data Science
2 26 (47.27%) Analytics
3 18 (32.73%) Machine Learning
4 17 (30.91%) Software Engineering
5 13 (23.64%) Bayesian Methods
5 13 (23.64%) Deep Learning
5 13 (23.64%) Neural Network
5 13 (23.64%) Predictive Analysis
6 11 (20.00%) Agile Software Development
6 11 (20.00%) Data Modelling
6 11 (20.00%) Mathematics
7 10 (18.18%) SDLC
7 10 (18.18%) Validation
8 5 (9.09%) Artificial Intelligence
8 5 (9.09%) Data Analysis
8 5 (9.09%) Data Management
8 5 (9.09%) Decision-Making
8 5 (9.09%) MapReduce
8 5 (9.09%) Statistics
9 4 (7.27%) Statistical Analysis
Programming Languages
1 24 (43.64%) Python
2 15 (27.27%) SQL
3 14 (25.45%) Java
4 9 (16.36%) R
5 6 (10.91%) C
5 6 (10.91%) C++
5 6 (10.91%) T-SQL
6 4 (7.27%) Scala
7 3 (5.45%) Bash Shell
7 3 (5.45%) JavaScript
7 3 (5.45%) VBA
8 2 (3.64%) C#
8 2 (3.64%) PowerShell
Qualifications
1 14 (25.45%) Degree
2 8 (14.55%) PhD
3 3 (5.45%) Computer Science Degree
4 1 (1.82%) SAS Certification
Quality Assurance & Compliance
1 3 (5.45%) QA
2 2 (3.64%) GDPR
System Software
1 5 (9.09%) HDFS
2 4 (7.27%) Active Directory
3 2 (3.64%) Apache ZooKeeper
3 2 (3.64%) Virtual Machines
4 1 (1.82%) Apache Flume
Systems Management
1 5 (9.09%) Oozie
1 5 (9.09%) Puppet
2 3 (5.45%) Ansible
3 2 (3.64%) Ambari
3 2 (3.64%) Hadoop YARN
3 2 (3.64%) Systems Management Server (SMS)
4 1 (1.82%) Kibana
4 1 (1.82%) logstash
4 1 (1.82%) Terraform
Vendors
1 8 (14.55%) Google
1 8 (14.55%) Oracle
2 5 (9.09%) SAP
3 4 (7.27%) Hortonworks
3 4 (7.27%) Tableau
4 3 (5.45%) Bloomberg
4 3 (5.45%) CA
4 3 (5.45%) Cloudera
4 3 (5.45%) WorldPay
5 2 (3.64%) Cognos
5 2 (3.64%) Microsoft
5 2 (3.64%) NetApp
5 2 (3.64%) Xamarin
6 1 (1.82%) MapR
6 1 (1.82%) Splunk