Period
to 23 June 2018

The following table provides summary statistics for contract job vacancies advertised in Edinburgh with a requirement for TensorFlow skills. Included is a benchmarking guide to the contractor rates offered in vacancies that have cited TensorFlow over the 6 months to 23 June 2018 with a comparison to the same period in the previous 2 years.

Note that daily and hourly rates are treated separately in these statistics. When calculating contractor rate percentiles, daily rates are never derived from quoted hourly rates or vice versa.

Google TensorFlow
Scotland > Edinburgh
6 months to
23 Jun 2018
Same period 2017 Same period 2016
Rank 125 - -
Rank change year-on-year - - -
Contract jobs citing TensorFlow 3 0 0
As % of all contract IT jobs advertised in Edinburgh 0.10% - -
As % of the Libraries, Frameworks & Software Standards category 0.41% - -
Number of daily rates quoted 1 0 0
Edinburgh median daily rate £425 - -
Scotland median daily rate £425 - -
Number of hourly rates quoted 0 0 0
Edinburgh median hourly rate - - -
Scotland median hourly rate - - -

TensorFlow is in the Software Libraries and Frameworks category. The following table is for comparison with the above and provides summary statistics for all contract job vacancies advertised in Edinburgh with a requirement for technical specification, industry standards, software libraries and framework skills.

All Software Libraries and Frameworks
Edinburgh
Contract vacancies with a requirement for technical specification, industry standards, software libraries and framework skills 724 577 649
As % of all contract IT jobs advertised in Edinburgh 25.01% 27.58% 22.60%
Number of daily rates quoted 442 395 364
Edinburgh median daily rate £400 £388 £393
Median daily rate % change year-on-year +3.23% -1.27% +12.14%
10th Percentile £313 £267 £265
90th Percentile £530 £533 £532
Scotland median daily rate £400 £375 £375
% change year-on-year +6.67% - -
Number of hourly rates quoted 2 9 2
Edinburgh median hourly rate £23.59 £47.23 £28.75
Median hourly rate % change year-on-year -50.06% +64.28% -28.13%
10th Percentile £14.45 £42.16 £17.18
90th Percentile £32.72 £52.17 £40.93
Scotland median hourly rate £32.50 £43.39 £35.75
% change year-on-year -25.10% +21.37% -10.63%

For the 6 months to 23 June 2018, IT contractor jobs citing TensorFlow also mentioned the following skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all contract job ads across the Edinburgh region with a requirement for TensorFlow.

1 3 (100.00%) Python
1 3 (100.00%) Machine Learning
1 3 (100.00%) Big Data
2 2 (66.67%) Deep Learning
2 2 (66.67%) Algorithms
2 2 (66.67%) Keras
2 2 (66.67%) Data Science
3 1 (33.33%) Statistics
3 1 (33.33%) Computer Science
3 1 (33.33%) Apache Solr
3 1 (33.33%) Scala
3 1 (33.33%) Hadoop
3 1 (33.33%) Amazon AWS
3 1 (33.33%) Apache Hive
3 1 (33.33%) Apache Cassandra
3 1 (33.33%) R
3 1 (33.33%) HBase
3 1 (33.33%) Agile Software Development
3 1 (33.33%) Retail
3 1 (33.33%) Java
3 1 (33.33%) SQL
3 1 (33.33%) Apache
3 1 (33.33%) PhD
3 1 (33.33%) E-Commerce
3 1 (33.33%) ETL
3 1 (33.33%) SAS
3 1 (33.33%) Customer Acquisition
3 1 (33.33%) Terraform
3 1 (33.33%) Akka
3 1 (33.33%) Impala

TensorFlow
Co-occurring IT Skills in Edinburgh 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 1 (33.33%) Apache
1 1 (33.33%) Apache Solr
1 1 (33.33%) Apache Spark
1 1 (33.33%) SAS
Cloud Services
1 1 (33.33%) Amazon AWS
Database & Business Intelligence
1 3 (100.00%) Big Data
2 1 (33.33%) Apache Cassandra
2 1 (33.33%) Apache Hive
2 1 (33.33%) Hadoop
2 1 (33.33%) HBase
2 1 (33.33%) Impala
General
1 1 (33.33%) Retail
Job Titles
1 2 (66.67%) Developer
1 2 (66.67%) Python Developer
2 1 (33.33%) Data Scientist
Libraries, Frameworks & Software Standards
1 2 (66.67%) Keras
2 1 (33.33%) Akka
2 1 (33.33%) Kafka
Miscellaneous
1 2 (66.67%) Algorithms
2 1 (33.33%) Computer Science
Processes & Methodologies
1 3 (100.00%) Machine Learning
2 2 (66.67%) Data Science
2 2 (66.67%) Deep Learning
3 1 (33.33%) Agile Software Development
3 1 (33.33%) Analytics
3 1 (33.33%) Customer Acquisition
3 1 (33.33%) E-Commerce
3 1 (33.33%) ETL
3 1 (33.33%) Statistics
Programming Languages
1 3 (100.00%) Python
2 1 (33.33%) Java
2 1 (33.33%) R
2 1 (33.33%) Scala
2 1 (33.33%) SQL
Qualifications
1 1 (33.33%) PhD
System Software
1 1 (33.33%) Apache Flume
Systems Management
1 1 (33.33%) Terraform
Vendors
1 1 (33.33%) Cloudera
1 1 (33.33%) Hortonworks
1 1 (33.33%) MapR