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

Smart Cities
East of England > Cambridgeshire
6 months to
19 Apr 2018
Same period 2017 Same period 2016
Rank 186 141 -
Rank change year-on-year -45 - -
Permanent jobs citing Smart City 41 44 0
As % of all permanent IT jobs advertised in Cambridgeshire 0.90% 1.28% -
As % of the Miscellaneous category 1.63% 2.71% -
Number of salaries quoted 41 44 0
Cambridgeshire median annual salary £72,500 £70,000 -
Median salary % change year-on-year +3.57% - -
East of England median annual salary £72,500 £70,000 £36,250
% change year-on-year +3.57% +93.10% -3.33%

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 2,508 1,626 1,814
As % of all permanent IT jobs advertised in Cambridgeshire 54.75% 47.36% 44.16%
Number of salaries quoted 1,655 1,286 1,362
Cambridgeshire median annual salary £47,500 £44,750 £42,500
Median salary % change year-on-year +6.15% +5.29% -
10th Percentile £27,500 £26,250 £27,500
90th Percentile £72,500 £62,500 £65,000
East of England median annual salary £50,000 £44,500 £45,000
% change year-on-year +12.36% -1.11% +5.88%

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 19 April 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 19 April 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 -34 40 £72,500 +3.57% 2
Smart City
East of England

For the 6 months to 19 April 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 40 (97.56%) Python
1 40 (97.56%) C#
1 40 (97.56%) C++
1 40 (97.56%) Java
1 40 (97.56%) Artificial Intelligence
1 40 (97.56%) Machine Learning
1 40 (97.56%) Algorithms
2 34 (82.93%) C
2 34 (82.93%) Distributed Algorithms
2 34 (82.93%) Multithreading
2 34 (82.93%) PhD
2 34 (82.93%) Reinforcement Learning
3 30 (73.17%) Smart City Simulations
4 19 (46.34%) TensorFlow
5 16 (39.02%) Decision-Making
6 15 (36.59%) Data Science
6 15 (36.59%) Quantitative Research
6 15 (36.59%) Finance
7 14 (34.15%) Games
8 12 (29.27%) Biology
8 12 (29.27%) Computational Linguistics
8 12 (29.27%) Computational Biology
8 12 (29.27%) Natural Language Processing
9 11 (26.83%) Bayesian Methods
9 11 (26.83%) Probabilistic Modelling
10 10 (24.39%) Deep Learning
11 9 (21.95%) Open Source
11 9 (21.95%) Computer Vision
12 6 (14.63%) Exploratory Testing
12 6 (14.63%) SDET

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 1 (2.44%) Office 365
Communications & Networking
1 1 (2.44%) DHCP
1 1 (2.44%) DNS
1 1 (2.44%) Firewall
1 1 (2.44%) Internet
1 1 (2.44%) TCP/IP
1 1 (2.44%) VLAN
Development Applications
1 6 (14.63%) Cucumber
1 6 (14.63%) JIRA
1 6 (14.63%) Selenium
General
1 15 (36.59%) Finance
2 14 (34.15%) Games
3 1 (2.44%) Telecoms
Job Titles
1 15 (36.59%) Data Scientist
2 12 (29.27%) Machine Learning Engineer
3 10 (24.39%) Machine Learning Scientist
4 9 (21.95%) Research Scientist
5 7 (17.07%) Python Engineer
6 6 (14.63%) Developer
6 6 (14.63%) Developer in Test
6 6 (14.63%) Software Developer
7 5 (12.20%) Machine Learning Developer
7 5 (12.20%) Senior Data Scientist
8 1 (2.44%) Algorithm Engineer
8 1 (2.44%) Analyst
8 1 (2.44%) Games Engineer
8 1 (2.44%) Infrastructure Analyst
8 1 (2.44%) Infrastructure Support
8 1 (2.44%) Infrastructure Support Analyst
8 1 (2.44%) Python Developer
8 1 (2.44%) Support Analyst
Libraries, Frameworks & Software Standards
1 19 (46.34%) TensorFlow
2 12 (29.27%) Natural Language Processing
Miscellaneous
1 40 (97.56%) Algorithms
2 1 (2.44%) Internet of Things
Operating Systems
1 1 (2.44%) CentOS
1 1 (2.44%) Debian
1 1 (2.44%) Linux
1 1 (2.44%) Ubuntu
1 1 (2.44%) Windows
1 1 (2.44%) Windows 10
1 1 (2.44%) Windows 7
1 1 (2.44%) Windows Server
1 1 (2.44%) Windows Server 2008
1 1 (2.44%) Windows Server 2012
Processes & Methodologies
1 40 (97.56%) Artificial Intelligence
1 40 (97.56%) Machine Learning
2 34 (82.93%) Distributed Algorithms
2 34 (82.93%) Multithreading
2 34 (82.93%) Reinforcement Learning
3 30 (73.17%) Smart City Simulations
4 16 (39.02%) Decision-Making
5 15 (36.59%) Data Science
5 15 (36.59%) Quantitative Research
6 12 (29.27%) Biology
6 12 (29.27%) Computational Biology
6 12 (29.27%) Computational Linguistics
7 11 (26.83%) Bayesian Methods
7 11 (26.83%) Probabilistic Modelling
8 10 (24.39%) Deep Learning
9 9 (21.95%) Computer Vision
9 9 (21.95%) Open Source
10 6 (14.63%) Exploratory Testing
10 6 (14.63%) SDET
10 6 (14.63%) Test Automation
Programming Languages
1 40 (97.56%) C#
1 40 (97.56%) C++
1 40 (97.56%) Java
1 40 (97.56%) Python
2 34 (82.93%) C
3 6 (14.63%) Ruby
Qualifications
1 34 (82.93%) PhD
System Software
1 1 (2.44%) Active Directory
1 1 (2.44%) KVM
1 1 (2.44%) VMware Infrastructure
1 1 (2.44%) XenServer
Vendors
1 1 (2.44%) Sophos
1 1 (2.44%) VMware