Period
to 14 December 2018

The table below looks at the prevalence of the term Smart City in permanent job vacancies advertised in Cambridgeshire. Included is a benchmarking guide to the salaries offered in vacancies that have cited Smart City over the 6 months to 14 December 2018 with a comparison to the same period over the previous 2 years.

Smart Cities
East of England > Cambridgeshire
6 months to
14 Dec 2018
Same period 2017 Same period 2016
Rank 149 163 151
Rank change year-on-year +14 -12 +35
Permanent jobs citing Smart City 28 49 23
As % of all permanent IT jobs advertised in Cambridgeshire 0.91% 1.14% 0.66%
As % of the Miscellaneous category 1.91% 2.49% 1.69%
Number of salaries quoted 28 49 19
Cambridgeshire median annual salary £57,500 £72,500 £75,000
Median salary % change year-on-year -20.69% -3.33% +30.43%
10th Percentile £53,750 £67,500 £62,000
90th Percentile £107,500 £83,750 £77,500
East of England median annual salary £57,500 £72,500 £75,000
% change year-on-year -20.69% -3.33% +66.67%

Smart City 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 1,465 1,965 1,364
As % of all permanent IT jobs advertised in Cambridgeshire 47.43% 45.61% 39.39%
Number of salaries quoted 1,041 1,413 1,122
Cambridgeshire median annual salary £47,500 £50,000 £45,000
Median salary % change year-on-year -5.00% +11.11% +5.88%
10th Percentile £27,500 £30,000 £26,250
90th Percentile £72,500 £72,500 £67,500
East of England median annual salary £47,500 £47,500 £45,000
% change year-on-year - +5.56% +3.45%

Smart City
Job Vacancy Trend in Cambridgeshire

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

Job vacancy trend for Smart City in Cambridgeshire

Smart City
Salary Trend in Cambridgeshire

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

Salary trend for Smart City in Cambridgeshire

Smart City
Salary Histogram in Cambridgeshire

The salary distribution of IT jobs citing Smart City in Cambridgeshire over the 6 months to 14 December 2018.

Salary histogram for Smart City in Cambridgeshire

Smart City
Job Locations in Cambridgeshire

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Smart City within the Cambridgeshire region over the 6 months to 14 December 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 +20 27 £57,500 -22.03% 6
Smart City
East of England

For the 6 months to 14 December 2018, IT jobs citing Smart City 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 Smart City.

1 27 (96.43%) Software Engineering
2 26 (92.86%) Java
3 25 (89.29%) Python
3 25 (89.29%) Machine Learning
4 23 (82.14%) Multithreading
4 23 (82.14%) C
4 23 (82.14%) C#
4 23 (82.14%) C++
4 23 (82.14%) Artificial Intelligence
4 23 (82.14%) Distributed Algorithms
4 23 (82.14%) Algorithms
5 19 (67.86%) TensorFlow
6 18 (64.29%) Agile Software Development
7 17 (60.71%) Games
7 17 (60.71%) PhD
7 17 (60.71%) Robotics
7 17 (60.71%) Biology
7 17 (60.71%) Natural Language Processing
7 17 (60.71%) Computational Linguistics
7 17 (60.71%) Computational Biology
7 17 (60.71%) Probabilistic Modelling
7 17 (60.71%) Reinforcement Learning
7 17 (60.71%) Bayesian Methods
7 17 (60.71%) Deep Learning
7 17 (60.71%) Decision-Making
7 17 (60.71%) MPhil
8 16 (57.14%) Mathematics
8 16 (57.14%) Publishing
9 7 (25.00%) Mathematical Modelling
10 6 (21.43%) Analytics

Smart City
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:

Cloud Services
1 3 (10.71%) Cloud Computing
2 2 (7.14%) Amazon AWS
2 2 (7.14%) Microsoft Azure
Communications & Networking
1 2 (7.14%) Wireless
Database & Business Intelligence
1 6 (21.43%) Big Data
2 2 (7.14%) MySQL
3 1 (3.57%) MongoDB
3 1 (3.57%) NoSQL
3 1 (3.57%) PostgreSQL
Development Applications
1 2 (7.14%) Atlassian Bamboo
1 2 (7.14%) Bitbucket
1 2 (7.14%) Git (software)
1 2 (7.14%) Gradle
1 2 (7.14%) JIRA
1 2 (7.14%) Maven
2 1 (3.57%) webpack
General
1 17 (60.71%) Games
2 16 (57.14%) Publishing
3 6 (21.43%) Manufacturing
Job Titles
1 17 (60.71%) Developer
2 16 (57.14%) Developer/Software Engineer
2 16 (57.14%) Software Developer
2 16 (57.14%) Software Engineer
3 8 (28.57%) Mathematical Developer
4 7 (25.00%) Machine Learning Engineer
4 7 (25.00%) Mathematical Modelling Developer
4 7 (25.00%) Mathematical Modelling Engineer
5 6 (21.43%) Head of Development
5 6 (21.43%) Machine Learning Developer
6 4 (14.29%) Python Engineer
7 3 (10.71%) Python Developer
7 3 (10.71%) Python Software Engineer
8 2 (7.14%) Development Team Leader
8 2 (7.14%) Head of Big Data
8 2 (7.14%) Head of Data Processing
8 2 (7.14%) Java Engineer
8 2 (7.14%) Software Development Team Leader
8 2 (7.14%) Software Team Leader
8 2 (7.14%) Team Leader
Libraries, Frameworks & Software Standards
1 19 (67.86%) TensorFlow
2 17 (60.71%) Natural Language Processing
3 3 (10.71%) AngularJS
4 2 (7.14%) Caffe
4 2 (7.14%) Hibernate
4 2 (7.14%) J2EE
4 2 (7.14%) Java EE
4 2 (7.14%) Kafka
4 2 (7.14%) RabbitMQ
4 2 (7.14%) React
4 2 (7.14%) REST
4 2 (7.14%) SOAP
4 2 (7.14%) Spring
4 2 (7.14%) Spring Boot
4 2 (7.14%) Vue.js
4 2 (7.14%) ZeroMQ
5 1 (3.57%) Angular 2
Miscellaneous
1 23 (82.14%) Algorithms
2 17 (60.71%) Robotics
3 1 (3.57%) Mobile App
Operating Systems
1 3 (10.71%) Linux
2 2 (7.14%) Embedded Linux
3 1 (3.57%) Android
Processes & Methodologies
1 27 (96.43%) Software Engineering
2 25 (89.29%) Machine Learning
3 23 (82.14%) Artificial Intelligence
3 23 (82.14%) Distributed Algorithms
3 23 (82.14%) Multithreading
4 18 (64.29%) Agile Software Development
5 17 (60.71%) Bayesian Methods
5 17 (60.71%) Biology
5 17 (60.71%) Computational Biology
5 17 (60.71%) Computational Linguistics
5 17 (60.71%) Decision-Making
5 17 (60.71%) Deep Learning
5 17 (60.71%) Probabilistic Modelling
5 17 (60.71%) Reinforcement Learning
6 16 (57.14%) Mathematics
7 7 (25.00%) Mathematical Modelling
8 6 (21.43%) Analytics
8 6 (21.43%) Data Analytics
8 6 (21.43%) Data Visualisation
8 6 (21.43%) Visualisation
Programming Languages
1 26 (92.86%) Java
2 25 (89.29%) Python
3 23 (82.14%) C
3 23 (82.14%) C#
3 23 (82.14%) C++
4 6 (21.43%) Rust
4 6 (21.43%) Scala
5 3 (10.71%) JavaScript
5 3 (10.71%) SQL
6 1 (3.57%) PHP
Qualifications
1 17 (60.71%) MPhil
1 17 (60.71%) PhD
2 4 (14.29%) Degree
System Software
1 2 (7.14%) Docker
Systems Management
1 2 (7.14%) Ansible
1 2 (7.14%) Kubernetes
Vendors
1 2 (7.14%) NVIDIA