Period
to 15 October 2018

The table below looks at the prevalence of the term Algorithms in permanent job vacancies advertised in Cambridgeshire. Included is a benchmarking guide to the salaries offered in vacancies that have cited Algorithms over the 6 months to 15 October 2018 with a comparison to the same period over the previous 2 years.

Algorithms
East of England > Cambridgeshire
6 months to
15 Oct 2018
Same period 2017 Same period 2016
Rank 37 28 51
Rank change year-on-year -9 +23 +24
Permanent jobs citing Algorithms 221 372 178
As % of all permanent IT jobs advertised in Cambridgeshire 6.30% 9.93% 5.02%
As % of the Miscellaneous category 12.39% 18.51% 10.68%
Number of salaries quoted 184 263 139
Cambridgeshire median annual salary £57,500 £55,000 £41,500
Median salary % change year-on-year +4.55% +32.53% -7.78%
10th Percentile £32,500 £30,000 £26,250
90th Percentile £76,250 £77,500 £72,500
East of England median annual salary £55,000 £52,500 £45,000
% change year-on-year +4.76% +16.67% -

Algorithms is in the Generic IT Skills 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 generic IT skills.

All Generic IT Skills
Cambridgeshire
Permanent vacancies with a requirement for generic IT skills 1,784 2,010 1,666
As % of all permanent IT jobs advertised in Cambridgeshire 50.86% 53.67% 46.96%
Number of salaries quoted 1,216 1,536 1,356
Cambridgeshire median annual salary £45,000 £46,000 £45,000
Median salary % change year-on-year -2.17% +2.22% +5.88%
10th Percentile £27,500 £27,250 £26,250
90th Percentile £72,500 £72,500 £67,500
East of England median annual salary £47,500 £45,000 £45,000
% change year-on-year +5.56% - +5.88%

Algorithms
Job Vacancy Trend in Cambridgeshire

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

Job vacancy trend for Algorithms in Cambridgeshire

Algorithms
Salary Trend in Cambridgeshire

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

Salary trend for Algorithms in Cambridgeshire

Algorithms
Salary Histogram in Cambridgeshire

The salary distribution of IT jobs citing Algorithms in Cambridgeshire over the 6 months to 15 October 2018.

Salary histogram for Algorithms in Cambridgeshire

Algorithms
Job Locations in Cambridgeshire

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Algorithms within the Cambridgeshire region over the 6 months to 15 October 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 -5 211 £57,500 +4.55% 54
Peterborough - 5 - - 1
Algorithms
East of England

For the 6 months to 15 October 2018, IT jobs citing Algorithms 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 Algorithms.

1 146 (66.06%) Python
2 120 (54.30%) Machine Learning
3 113 (51.13%) Software Engineering
4 112 (50.68%) Java
5 110 (49.77%) C++
6 100 (45.25%) C#
7 95 (42.99%) C
7 95 (42.99%) Mathematics
8 83 (37.56%) Multithreading
9 72 (32.58%) PhD
10 67 (30.32%) Distributed Algorithms
11 66 (29.86%) Bayesian Methods
11 66 (29.86%) Agile Software Development
12 63 (28.51%) TensorFlow
13 62 (28.05%) Deep Learning
14 60 (27.15%) Artificial Intelligence
15 55 (24.89%) Big Data
16 44 (19.91%) Natural Language Processing
16 44 (19.91%) Reinforcement Learning
17 43 (19.46%) MPhil
18 39 (17.65%) Computational Biology
18 39 (17.65%) Biology
19 38 (17.19%) Degree
19 38 (17.19%) Computational Linguistics
19 38 (17.19%) Probabilistic Modelling
20 37 (16.74%) Data Structures
21 34 (15.38%) Data Science
21 34 (15.38%) Unit Testing
22 33 (14.93%) SQL
23 32 (14.48%) Test Automation

Algorithms
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 5 (2.26%) Apache
1 5 (2.26%) Cloud Foundry
2 2 (0.90%) Apache Spark
Applications
1 2 (0.90%) Microsoft Excel
1 2 (0.90%) Microsoft Office
1 2 (0.90%) Microsoft PowerPoint
Cloud Services
1 19 (8.60%) Microsoft Azure
2 8 (3.62%) Amazon AWS
3 6 (2.71%) Firebase
3 6 (2.71%) Google Cloud Platform
4 5 (2.26%) Cloud Computing
5 1 (0.45%) SaaS
Communications & Networking
1 3 (1.36%) TCP/IP
2 2 (0.90%) Wireless
3 1 (0.45%) 802.15
3 1 (0.45%) Internet
3 1 (0.45%) OpenFlow
3 1 (0.45%) ZigBee
Database & Business Intelligence
1 55 (24.89%) Big Data
2 22 (9.95%) Hadoop
3 19 (8.60%) MongoDB
4 12 (5.43%) SQL Server
5 8 (3.62%) Relational Database
6 6 (2.71%) MySQL
6 6 (2.71%) NoSQL
7 5 (2.26%) PostgreSQL
8 1 (0.45%) Apache Cassandra
8 1 (0.45%) HBase
8 1 (0.45%) Sqoop
Development Applications
1 20 (9.05%) Git (software)
2 18 (8.14%) Visual Studio
3 13 (5.88%) NUnit
4 7 (3.17%) Selenium
5 6 (2.71%) JIRA
5 6 (2.71%) Maven
5 6 (2.71%) Team Foundation Server
6 4 (1.81%) Mercurial
7 3 (1.36%) Jenkins
8 2 (0.90%) Vagrant
9 1 (0.45%) Gradle
9 1 (0.45%) JUnit
9 1 (0.45%) Ranorex
9 1 (0.45%) Redmine
9 1 (0.45%) SpecFlow
9 1 (0.45%) Subversion
9 1 (0.45%) WebDriver
General
1 26 (11.76%) Finance
1 26 (11.76%) Games
2 11 (4.98%) Publishing
3 8 (3.62%) Telecoms
4 4 (1.81%) Law
5 2 (0.90%) Banking
6 1 (0.45%) Advertising
6 1 (0.45%) Electronics
6 1 (0.45%) Retail
Job Titles
1 95 (42.99%) Developer
2 56 (25.34%) Software Engineer
3 38 (17.19%) Software Developer
4 30 (13.57%) Graduate
5 26 (11.76%) Machine Learning Engineer
5 26 (11.76%) Machine Learning Researcher
6 25 (11.31%) Java Developer
7 23 (10.41%) C# Developer
7 23 (10.41%) Developer/Software Engineer
7 23 (10.41%) Graduate Developer
8 20 (9.05%) Python Developer
9 18 (8.14%) Python Engineer
10 15 (6.79%) Graduate Java Developer
11 13 (5.88%) C# Software Developer
12 12 (5.43%) C++ Software Engineer
13 11 (4.98%) Machine Learning Developer
14 10 (4.52%) Mathematical Developer
15 9 (4.07%) .NET Software Developer
15 9 (4.07%) C# .NET Developer
15 9 (4.07%) Mobile Engineer
Libraries, Frameworks & Software Standards
1 63 (28.51%) TensorFlow
2 44 (19.91%) Natural Language Processing
3 23 (10.41%) .NET
4 15 (6.79%) Web Services
5 14 (6.33%) ASP.NET
5 14 (6.33%) WCF
5 14 (6.33%) WPF
6 12 (5.43%) ASP.NET MVC
6 12 (5.43%) Velocity
6 12 (5.43%) WinForms
7 11 (4.98%) CSS
7 11 (4.98%) HTML
7 11 (4.98%) jQuery
7 11 (4.98%) RESTful
8 9 (4.07%) Spring
9 5 (2.26%) HTML5
9 5 (2.26%) JSON
9 5 (2.26%) SOAP
9 5 (2.26%) STL
9 5 (2.26%) WSDL
Miscellaneous
1 37 (16.74%) Data Structures
2 28 (12.67%) Computer Science
3 26 (11.76%) Smart City
4 21 (9.50%) Robotics
5 13 (5.88%) Java Card
5 13 (5.88%) Mobile App
6 9 (4.07%) Analytical Skills
7 8 (3.62%) Fintech
8 6 (2.71%) CUDA
8 6 (2.71%) Life Science
8 6 (2.71%) Mobile Payment
9 5 (2.26%) Enterprise Cloud
10 4 (1.81%) Reinsurance
10 4 (1.81%) User Experience
11 3 (1.36%) Augmented Reality
12 1 (0.45%) Device Driver
12 1 (0.45%) Internet of Things
12 1 (0.45%) Music Streaming
12 1 (0.45%) Self-Motivation
12 1 (0.45%) TMS320
Operating Systems
1 17 (7.69%) Linux
1 17 (7.69%) Windows
2 5 (2.26%) Robot Operating System
3 4 (1.81%) Apple iOS
3 4 (1.81%) Unix
4 3 (1.36%) Android
5 2 (0.90%) CentOS
5 2 (0.90%) Ubuntu
6 1 (0.45%) Embedded Linux
6 1 (0.45%) Mac OS X
Processes & Methodologies
1 120 (54.30%) Machine Learning
2 113 (51.13%) Software Engineering
3 95 (42.99%) Mathematics
4 83 (37.56%) Multithreading
5 67 (30.32%) Distributed Algorithms
6 66 (29.86%) Agile Software Development
6 66 (29.86%) Bayesian Methods
7 62 (28.05%) Deep Learning
8 60 (27.15%) Artificial Intelligence
9 44 (19.91%) Reinforcement Learning
10 39 (17.65%) Biology
10 39 (17.65%) Computational Biology
11 38 (17.19%) Computational Linguistics
11 38 (17.19%) Probabilistic Modelling
12 34 (15.38%) Data Science
12 34 (15.38%) Unit Testing
13 32 (14.48%) Test Automation
14 28 (12.67%) Neural Network
15 27 (12.22%) Visualisation
16 26 (11.76%) Statistics
Programming Languages
1 146 (66.06%) Python
2 112 (50.68%) Java
3 110 (49.77%) C++
4 100 (45.25%) C#
5 95 (42.99%) C
6 33 (14.93%) SQL
7 28 (12.67%) JavaScript
8 8 (3.62%) MATLAB
9 6 (2.71%) Julia
9 6 (2.71%) Kotlin
9 6 (2.71%) R
9 6 (2.71%) VB.NET
10 4 (1.81%) Apple Swift
10 4 (1.81%) Embedded C
10 4 (1.81%) Java 8
10 4 (1.81%) Objective-C
11 3 (1.36%) Embedded C++
12 2 (0.90%) PowerShell
13 1 (0.45%) Bash Shell
13 1 (0.45%) Ruby
Qualifications
1 72 (32.58%) PhD
2 43 (19.46%) MPhil
3 38 (17.19%) Degree
4 12 (5.43%) Numerate Degree
5 10 (4.52%) Computer Science Degree
6 3 (1.36%) Master's Degree
Quality Assurance & Compliance
1 6 (2.71%) QA
System Software
1 6 (2.71%) Virtual Machines
2 5 (2.26%) Docker
3 1 (0.45%) Apache Flume
3 1 (0.45%) VMware Infrastructure
Systems Management
1 6 (2.71%) Kubernetes
2 2 (0.90%) Ansible
Vendors
1 21 (9.50%) Microsoft
2 10 (4.52%) Google
3 6 (2.71%) Oracle
4 4 (1.81%) Mapbox
5 1 (0.45%) Citrix
5 1 (0.45%) Hortonworks
5 1 (0.45%) IBM
5 1 (0.45%) VMware