Period
to 20 September 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 20 September 2018 with a comparison to the same period over the previous 2 years.

Smart Cities
East of England > Cambridgeshire
6 months to
20 Sep 2018
Same period 2017 Same period 2016
Rank 171 153 170
Rank change year-on-year -18 +17 +22
Permanent jobs citing Smart City 28 43 16
As % of all permanent IT jobs advertised in Cambridgeshire 0.75% 1.16% 0.44%
As % of the Miscellaneous category 1.43% 2.21% 0.94%
Number of salaries quoted 28 43 11
Cambridgeshire median annual salary £71,250 £70,000 £75,000
Median salary % change year-on-year +1.79% -6.67% +30.43%
10th Percentile £53,750 £57,500 £67,500
90th Percentile £76,250 £77,500 £77,500
East of England median annual salary £71,250 £70,000 £75,000
% change year-on-year +1.79% -6.67% +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 1,953 1,948 1,694
As % of all permanent IT jobs advertised in Cambridgeshire 52.05% 52.35% 46.20%
Number of salaries quoted 1,256 1,490 1,366
Cambridgeshire median annual salary £45,000 £45,000 £45,000
10th Percentile £27,500 £26,250 £26,250
90th Percentile £70,000 £71,250 £67,500
East of England median annual salary £47,500 £45,000 £45,000
% change year-on-year +5.56% - +7.14%

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 20 September 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 20 September 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 +4 27 £72,500 +3.57% 2
Smart City
East of England

For the 6 months to 20 September 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 28 (100.00%) Python
2 27 (96.43%) Machine Learning
2 27 (96.43%) TensorFlow
3 26 (92.86%) Algorithms
3 26 (92.86%) C
4 25 (89.29%) C#
4 25 (89.29%) C++
4 25 (89.29%) Java
4 25 (89.29%) PhD
4 25 (89.29%) Games
4 25 (89.29%) Artificial Intelligence
4 25 (89.29%) Bayesian Methods
4 25 (89.29%) Probabilistic Modelling
4 25 (89.29%) Reinforcement Learning
4 25 (89.29%) Natural Language Processing
4 25 (89.29%) Distributed Algorithms
4 25 (89.29%) Deep Learning
4 25 (89.29%) Biology
4 25 (89.29%) Multithreading
4 25 (89.29%) Computational Linguistics
4 25 (89.29%) Computational Biology
4 25 (89.29%) Decision-Making
5 24 (85.71%) Software Engineering
6 17 (60.71%) Robotics
7 10 (35.71%) Agile Software Development
8 7 (25.00%) Publishing
8 7 (25.00%) Mathematics
9 5 (17.86%) Robot Operating System
10 3 (10.71%) Mathematical Modelling
10 3 (10.71%) Linux

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:

Communications & Networking
1 2 (7.14%) Wireless
2 1 (3.57%) 802.15
2 1 (3.57%) Internet
2 1 (3.57%) ZigBee
Development Applications
1 2 (7.14%) Atlassian Bamboo
1 2 (7.14%) Bitbucket
1 2 (7.14%) Git (software)
1 2 (7.14%) JIRA
General
1 25 (89.29%) Games
2 7 (25.00%) Publishing
Job Titles
1 19 (67.86%) Machine Learning Engineer
2 13 (46.43%) Python Engineer
3 8 (28.57%) Developer
4 7 (25.00%) Developer/Software Engineer
4 7 (25.00%) Software Developer
4 7 (25.00%) Software Engineer
5 5 (17.86%) Research Engineer
6 4 (14.29%) Machine Learning Developer
6 4 (14.29%) Mathematical Developer
7 3 (10.71%) Mathematical Modelling Developer
7 3 (10.71%) Mathematical Modelling Engineer
8 2 (7.14%) Development Team Leader
8 2 (7.14%) Software Development Team Leader
8 2 (7.14%) Software Team Leader
8 2 (7.14%) Team Leader
9 1 (3.57%) C Developer
9 1 (3.57%) Embedded C Developer
9 1 (3.57%) Python Developer
9 1 (3.57%) Senior C Developer
9 1 (3.57%) Senior Developer
Libraries, Frameworks & Software Standards
1 27 (96.43%) TensorFlow
2 25 (89.29%) Natural Language Processing
3 1 (3.57%) 802.1X
Miscellaneous
1 26 (92.86%) Algorithms
2 17 (60.71%) Robotics
3 2 (7.14%) Computer Science
4 1 (3.57%) Data Structures
4 1 (3.57%) Device Driver
4 1 (3.57%) Internet of Things
Operating Systems
1 5 (17.86%) Robot Operating System
2 3 (10.71%) Linux
3 2 (7.14%) Embedded Linux
Processes & Methodologies
1 27 (96.43%) Machine Learning
2 25 (89.29%) Artificial Intelligence
2 25 (89.29%) Bayesian Methods
2 25 (89.29%) Biology
2 25 (89.29%) Computational Biology
2 25 (89.29%) Computational Linguistics
2 25 (89.29%) Decision-Making
2 25 (89.29%) Deep Learning
2 25 (89.29%) Distributed Algorithms
2 25 (89.29%) Multithreading
2 25 (89.29%) Probabilistic Modelling
2 25 (89.29%) Reinforcement Learning
3 24 (85.71%) Software Engineering
4 10 (35.71%) Agile Software Development
5 7 (25.00%) Mathematics
6 3 (10.71%) Computer Vision
6 3 (10.71%) Mathematical Modelling
7 2 (7.14%) Embedded Software Development
7 2 (7.14%) Project Management
7 2 (7.14%) Signal Processing
Programming Languages
1 28 (100.00%) Python
2 26 (92.86%) C
3 25 (89.29%) C#
3 25 (89.29%) C++
3 25 (89.29%) Java
4 1 (3.57%) Embedded C
Qualifications
1 25 (89.29%) PhD
2 2 (7.14%) Degree
Vendors
1 2 (7.14%) NVIDIA