Period
to 19 July 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 19 July 2018 with a comparison to the same period over the previous 2 years.

Algorithms
East of England > Cambridgeshire
6 months to
19 Jul 2018
Same period 2017 Same period 2016
Rank 30 28 61
Rank change year-on-year -2 +33 +8
Permanent jobs citing Algorithms 331 325 181
As % of all permanent IT jobs advertised in Cambridgeshire 8.13% 8.65% 4.49%
As % of the Miscellaneous category 15.51% 16.98% 9.89%
Number of salaries quoted 242 247 153
Cambridgeshire median annual salary £55,000 £50,000 £45,000
Median salary % change year-on-year +10.00% +11.11% -
10th Percentile £27,500 £27,000 £26,750
90th Percentile £76,250 £73,500 £65,000
East of England median annual salary £55,000 £50,000 £45,000
% change year-on-year +10.00% +11.11% -

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 2,134 1,914 1,831
As % of all permanent IT jobs advertised in Cambridgeshire 52.42% 50.92% 45.47%
Number of salaries quoted 1,315 1,465 1,443
Cambridgeshire median annual salary £45,000 £44,500 £45,000
Median salary % change year-on-year +1.12% -1.11% +5.88%
10th Percentile £27,500 £26,250 £26,250
90th Percentile £70,000 £70,000 £66,250
East of England median annual salary £47,500 £44,500 £45,000
% change year-on-year +6.74% -1.11% +9.09%

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 19 July 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 19 July 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 0 316 £55,000 +10.00% 57
Peterborough - 9 £43,500 - 1
Algorithms
East of England

For the 6 months to 19 July 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.

1 225 (67.98%) Python
2 203 (61.33%) C++
3 173 (52.27%) Mathematics
4 170 (51.36%) Machine Learning
5 169 (51.06%) C
6 165 (49.85%) Software Engineering
7 115 (34.74%) C#
7 115 (34.74%) Java
8 99 (29.91%) Multithreading
9 95 (28.70%) PhD
9 95 (28.70%) Computer Vision
10 92 (27.79%) Artificial Intelligence
11 80 (24.17%) TensorFlow
12 73 (22.05%) Degree
13 71 (21.45%) Linux
14 70 (21.15%) Computer Science
15 63 (19.03%) Distributed Algorithms
16 62 (18.73%) Image Processing
17 61 (18.43%) Big Data
17 61 (18.43%) Bayesian Methods
18 57 (17.22%) Agile Software Development
19 54 (16.31%) Physics
20 53 (16.01%) MATLAB
20 53 (16.01%) OO
21 51 (15.41%) Data Structures
21 51 (15.41%) Deep Learning
22 50 (15.11%) Natural Language Processing
23 48 (14.50%) Data Science
24 45 (13.60%) Neural Network
25 42 (12.69%) Video Processing

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 4 (1.21%) Apache
2 2 (0.60%) Apache Spark
2 2 (0.60%) Elasticsearch
3 1 (0.30%) Cloud Foundry
Applications
1 4 (1.21%) Weka
2 2 (0.60%) Microsoft Excel
Cloud Services
1 14 (4.23%) Cloud Computing
2 13 (3.93%) Amazon AWS
2 13 (3.93%) Microsoft Azure
3 6 (1.81%) SaaS
4 5 (1.51%) Amazon CloudWatch
4 5 (1.51%) IaaS
Communications & Networking
1 15 (4.53%) TCP/IP
2 7 (2.11%) OpenFlow
3 5 (1.51%) Wireless
4 2 (0.60%) Broadband
4 2 (0.60%) Internet
4 2 (0.60%) ZigBee
5 1 (0.30%) 802.15
5 1 (0.30%) Bluetooth
5 1 (0.30%) GSM
5 1 (0.30%) Wi-Fi
Database & Business Intelligence
1 61 (18.43%) Big Data
2 19 (5.74%) Hadoop
3 17 (5.14%) MongoDB
4 13 (3.93%) SQL Server
5 12 (3.63%) MySQL
5 12 (3.63%) Relational Database
6 7 (2.11%) NoSQL
7 4 (1.21%) BusinessObjects
7 4 (1.21%) PostgreSQL
8 3 (0.91%) HBase
9 2 (0.60%) RDBMS
10 1 (0.30%) Apache Cassandra
10 1 (0.30%) Sqoop
Development Applications
1 31 (9.37%) Git (software)
2 20 (6.04%) Mercurial
2 20 (6.04%) NUnit
3 11 (3.32%) Visual Studio
4 9 (2.72%) Team Foundation Server
5 5 (1.51%) Maven
6 2 (0.60%) Jenkins
6 2 (0.60%) Vagrant
7 1 (0.30%) Gradle
7 1 (0.30%) Subversion
General
1 38 (11.48%) Finance
2 26 (7.85%) Games
3 12 (3.63%) Telecoms
4 8 (2.42%) Manufacturing
5 7 (2.11%) Banking
6 6 (1.81%) Electronics
6 6 (1.81%) Retail
7 2 (0.60%) Law
Job Titles
1 126 (38.07%) Developer
2 102 (30.82%) Software Engineer
3 77 (23.26%) C++ Software Engineer
4 60 (18.13%) Software Developer
5 51 (15.41%) Graduate
6 49 (14.80%) Computer Engineer
6 49 (14.80%) Computer Vision Engineer
7 48 (14.50%) C Software Engineer
7 48 (14.50%) C/C++ Software Engineer
8 42 (12.69%) Machine Learning Engineer
9 38 (11.48%) C++ Developer
10 34 (10.27%) Developer/Software Engineer
11 33 (9.97%) Python Engineer
12 28 (8.46%) Graduate C++ Software Engineer
12 28 (8.46%) Graduate Software Engineer
13 26 (7.85%) C++ Software Developer
14 24 (7.25%) C# Developer
14 24 (7.25%) Embedded Software Engineer
14 24 (7.25%) Graduate Developer
14 24 (7.25%) Research Engineer
Libraries, Frameworks & Software Standards
1 80 (24.17%) TensorFlow
2 50 (15.11%) Natural Language Processing
3 33 (9.97%) OpenGL
4 26 (7.85%) .NET
5 22 (6.65%) WPF
6 19 (5.74%) STL
7 15 (4.53%) ASP.NET
8 13 (3.93%) CSS
8 13 (3.93%) HTML
8 13 (3.93%) jQuery
8 13 (3.93%) RESTful
8 13 (3.93%) Spring
8 13 (3.93%) WCF
9 12 (3.63%) Google Maps API
9 12 (3.63%) HTML5
9 12 (3.63%) OAuth
9 12 (3.63%) OAuth2
10 11 (3.32%) WinForms
11 10 (3.02%) Web Services
12 9 (2.72%) ASP.NET MVC
Miscellaneous
1 70 (21.15%) Computer Science
2 51 (15.41%) Data Structures
3 35 (10.57%) CUDA
4 26 (7.85%) Smart City
5 21 (6.34%) Augmented Reality
6 18 (5.44%) Mobile App
7 15 (4.53%) Analytical Skills
8 14 (4.23%) Robotics
9 12 (3.63%) User Experience
10 11 (3.32%) Mobile Payment
11 10 (3.02%) Java Card
12 9 (2.72%) ASIC
12 9 (2.72%) Field-Programmable Gate Array
12 9 (2.72%) Verilog
12 9 (2.72%) VHDL
13 8 (2.42%) Fintech
14 6 (1.81%) Enterprise Software
15 5 (1.51%) GPGPU
15 5 (1.51%) Public Cloud
16 2 (0.60%) Smart Home
Operating Systems
1 71 (21.45%) Linux
2 34 (10.27%) Windows
3 12 (3.63%) Apple iOS
4 10 (3.02%) Android
5 8 (2.42%) Debian
5 8 (2.42%) Unix
6 6 (1.81%) Robot Operating System
7 5 (1.51%) Mac OS
7 5 (1.51%) Mac OS X
7 5 (1.51%) Solaris
8 4 (1.21%) Embedded Linux
9 2 (0.60%) CentOS
9 2 (0.60%) Ubuntu
Processes & Methodologies
1 173 (52.27%) Mathematics
2 170 (51.36%) Machine Learning
3 165 (49.85%) Software Engineering
4 99 (29.91%) Multithreading
5 95 (28.70%) Computer Vision
6 92 (27.79%) Artificial Intelligence
7 63 (19.03%) Distributed Algorithms
8 62 (18.73%) Image Processing
9 61 (18.43%) Bayesian Methods
10 57 (17.22%) Agile Software Development
11 54 (16.31%) Physics
12 53 (16.01%) OO
13 51 (15.41%) Deep Learning
14 48 (14.50%) Data Science
15 45 (13.60%) Neural Network
16 42 (12.69%) Video Processing
17 39 (11.78%) Unit Testing
18 35 (10.57%) Reinforcement Learning
19 34 (10.27%) Probabilistic Modelling
20 33 (9.97%) SDLC
Programming Languages
1 225 (67.98%) Python
2 203 (61.33%) C++
3 169 (51.06%) C
4 115 (34.74%) C#
4 115 (34.74%) Java
5 53 (16.01%) MATLAB
6 33 (9.97%) SQL
7 25 (7.55%) JavaScript
8 22 (6.65%) Embedded C
9 21 (6.34%) Embedded C++
10 12 (3.63%) Apple Swift
10 12 (3.63%) Objective-C
11 8 (2.42%) R
12 5 (1.51%) Bash Shell
12 5 (1.51%) Julia
13 4 (1.21%) VB
14 2 (0.60%) VBA
15 1 (0.30%) Java 8
Qualifications
1 95 (28.70%) PhD
2 73 (22.05%) Degree
3 15 (4.53%) Numerate Degree
4 12 (3.63%) Computer Science Degree
4 12 (3.63%) Master's Degree
5 5 (1.51%) CCNA
5 5 (1.51%) Cisco Certification
6 2 (0.60%) Six Sigma Green Belt
System Software
1 9 (2.72%) Docker
1 9 (2.72%) Firmware
2 5 (1.51%) LXC
2 5 (1.51%) Xen
3 1 (0.30%) Apache Flume
Systems Management
1 5 (1.51%) Grafana
1 5 (1.51%) Graphite
1 5 (1.51%) Graylog
1 5 (1.51%) Kibana
1 5 (1.51%) logstash
2 2 (0.60%) Ansible
Vendors
1 20 (6.04%) Microsoft
2 12 (3.63%) Google
2 12 (3.63%) Mapbox
3 9 (2.72%) Cadence
3 9 (2.72%) Synopsys
4 5 (1.51%) Capita
4 5 (1.51%) Splunk
5 4 (1.21%) Cognos
5 4 (1.21%) Oracle
6 1 (0.30%) Hortonworks