The following table provides summary statistics for contract job vacancies with a requirement for SQLAlchemy skills. Included is a benchmarking guide to the contractor rates offered in vacancies that have cited SQLAlchemy over the 3 months to 26 June 2017 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.

SQLAlchemy
UK
3 months to
26 Jun 2017
Same period 2016 Same period 2015
Rank 586 641 -
Rank change year-on-year +55 -  
Contract jobs citing SQLAlchemy 21 10 0
As % of all contract IT jobs advertised in the UK 0.045% 0.019% -
As % of the Libraries, Frameworks & Software Standards category 0.14% 0.066% -
Number of daily rates quoted 14 8 0
Median daily rate £450 £375 -
Median daily rate % change year-on-year +20.00% -  
UK excluding London median daily rate £425 - -
Number of hourly rates quoted 0 0 0
Median hourly rate - - -
UK excluding London median hourly rate - - -

SQLAlchemy is in the industry standards, technical specifications and software library and framework skills category. The next table is for comparison with the above and provides summary statistics for all contract job vacancies with a requirement for industry standards, technical specifications and software library and framework skills.

Contract Software Library & Framework Skills
UK
Contract job vacancies with a requirement for industry standards, technical specifications and software library and framework skills 15051 15100 15398
As % of all contract IT job vacancies advertised in the UK 32.01% 28.45% 27.53%
Number of daily rates quoted 10395 10636 10284
Median daily rate £425 £420 £388
Median daily rate % change year-on-year +1.19% +8.38%  
90% offered a daily rate of more than £315 £300 £285
10% offered a daily rate of more than £580 £550 £550
UK excluding London median daily rate £400 £375 £350
% change year-on-year +6.66% +7.14%  
Number of hourly rates quoted 196 180 213
Median hourly rate £42.50 £36.00 £37.45
Median hourly rate % change year-on-year +18.05% -3.87%  
90% offered a hourly rate of more than £21.00 £18.80 £17.86
10% offered a hourly rate of more than £55.00 £50.00 £55.00
UK excluding London median hourly rate £42.50 £36.00 £40.00
% change year-on-year +18.05% -10.00%  

SQLAlchemy
Job Vacancy Trend

The job posting trend of jobs advertised citing SQLAlchemy as a proportion of all contract or permanent IT jobs with a match in the Libraries, Frameworks & Software Standards category.

Job vacancy trend for SQLAlchemy in the UK

SQLAlchemy
Contractor Daily Rate Trend

This chart provides the 3-month moving average for daily rates quoted in contract jobs citing SQLAlchemy.

Contractor daily rate trend for SQLAlchemy in the UK

SQLAlchemy
Contractor Daily Rate Histogram

The daily rate distribution of IT jobs citing SQLAlchemy over the 3 months to 26 June 2017.

Contractor daily rate histogram for SQLAlchemy in the UK

SQLAlchemy
Top 13 Contract Locations

The table below looks at the demand and provides a guide to the median contractor rates quoted in IT jobs citing SQLAlchemy within the UK over the 3 months to 26 June 2017. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 3 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Contract
IT Job Ads
Median
Daily Rate
Last 3 Months
Median Daily Rate
% Change
on Same Period
Last Year
Live
Job
Vacancies
England +45 21 £450 +20.00% 4
South West - 10 £425 - 1
Plymouth - 9 £425 -
Devon - 9 £425 -
London -8 8 £663 +76.66% 3
Cambridgeshire - 2 - -
East of England - 2 - -
Cambridge - 1 - -
Somerset - 1 - -
East Midlands - 1 - -
Northampton - 1 - -
Bath - 1 - -
Northamptonshire - 1 - -

For the 6 months to 26 June 2017, IT contractor jobs citing SQLAlchemy also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all contract ads with a requirement for SQLAlchemy.

1 31 (100.00%) Python
2 22 (70.97%) SQL
3 20 (64.52%) Continuous Integration
4 18 (58.06%) Agile Software Development
5 16 (51.61%) Docker
6 15 (48.39%) PostgreSQL
7 14 (45.16%) Linux
8 13 (41.94%) Git (software)
9 12 (38.71%) HTML
9 12 (38.71%) CSS
9 12 (38.71%) Flask
9 12 (38.71%) Jenkins
9 12 (38.71%) REST
10 11 (35.48%) JavaScript
11 10 (32.26%) TDD
11 10 (32.26%) Test Automation
11 10 (32.26%) Open Source
11 10 (32.26%) RabbitMQ
12 9 (29.03%) VirtualBox
12 9 (29.03%) Vagrant
12 9 (29.03%) Front End Development
12 9 (29.03%) OWASP
12 9 (29.03%) Mac OS
12 9 (29.03%) JSON
12 9 (29.03%) Unix
13 8 (25.81%) QA
13 8 (25.81%) Pandas
13 8 (25.81%) Analytical Skills
13 8 (25.81%) Software Engineering
13 8 (25.81%) SciPy

SQLAlchemy
Co-occurring IT Skills 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 (3.23%) Apache Airflow
1 1 (3.23%) Tornado
Cloud Services
1 6 (19.35%) GitHub
2 3 (9.68%) Amazon AWS
3 2 (6.45%) SaaS
Communications & Networking
1 1 (3.23%) Internet
1 1 (3.23%) SSL
1 1 (3.23%) TCP/IP
1 1 (3.23%) X.509
Database & Business Intelligence
1 15 (48.39%) PostgreSQL
2 4 (12.90%) MySQL
2 4 (12.90%) SQL Server
3 3 (9.68%) Big Data
4 2 (6.45%) Relational Database
5 1 (3.23%) Amazon DynamoDB
5 1 (3.23%) Apache Hive
5 1 (3.23%) Hadoop
5 1 (3.23%) MongoDB
Development Applications
1 13 (41.94%) Git (software)
2 12 (38.71%) Jenkins
3 9 (29.03%) Vagrant
4 7 (22.58%) Team Foundation Server
5 4 (12.90%) Subversion
6 1 (3.23%) Atlassian Bamboo
General
1 4 (12.90%) Finance
2 3 (9.68%) Financial Institution
2 3 (9.68%) Front Office
Job Titles
1 29 (93.55%) Developer
2 20 (64.52%) Python Developer
3 9 (29.03%) Software Developer
4 6 (19.35%) Senior Developer
5 5 (16.13%) Senior Software Developer
6 3 (9.68%) AWS Developer
7 2 (6.45%) Senior Python Developer
8 1 (3.23%) Applications Developer
8 1 (3.23%) Consultant
8 1 (3.23%) Data Scientist
8 1 (3.23%) Django Developer
8 1 (3.23%) Linux Developer
8 1 (3.23%) Python Web Developer
8 1 (3.23%) Python/Django Developer
8 1 (3.23%) SQL Developer
8 1 (3.23%) Web Applications Developer
8 1 (3.23%) Web Developer
Libraries, Frameworks & Software Standards
1 12 (38.71%) CSS
1 12 (38.71%) Flask
1 12 (38.71%) HTML
1 12 (38.71%) REST
2 10 (32.26%) RabbitMQ
3 9 (29.03%) JSON
4 8 (25.81%) NumPy
4 8 (25.81%) Pandas
4 8 (25.81%) SciPy
5 5 (16.13%) Django
6 4 (12.90%) RESTful
7 3 (9.68%) CSS3
7 3 (9.68%) J2EE
7 3 (9.68%) Web Services
8 2 (6.45%) .NET
8 2 (6.45%) HTML5
9 1 (3.23%) gevent
9 1 (3.23%) LAMP
9 1 (3.23%) Middleware
9 1 (3.23%) Node.js
Miscellaneous
1 8 (25.81%) Analytical Skills
2 4 (12.90%) Derivative
3 3 (9.68%) Algorithms
3 3 (9.68%) Computer Science
4 2 (6.45%) Data Structures
4 2 (6.45%) Fintech
5 1 (3.23%) Internet of Things
5 1 (3.23%) OTC Derivatives
5 1 (3.23%) Smart City
5 1 (3.23%) Social Media
5 1 (3.23%) User Experience
Operating Systems
1 14 (45.16%) Linux
2 9 (29.03%) Mac OS
2 9 (29.03%) Unix
3 2 (6.45%) Ubuntu
Processes & Methodologies
1 20 (64.52%) Continuous Integration
2 18 (58.06%) Agile Software Development
3 10 (32.26%) Open Source
3 10 (32.26%) TDD
3 10 (32.26%) Test Automation
4 9 (29.03%) Front End Development
4 9 (29.03%) OWASP
5 8 (25.81%) Software Engineering
6 7 (22.58%) SDLC
6 7 (22.58%) Translating Business Requirements
7 6 (19.35%) Performance Optimisation
7 6 (19.35%) Visualisation
8 5 (16.13%) Data Modelling
8 5 (16.13%) Mentoring
8 5 (16.13%) Pair Programming
9 4 (12.90%) OO
9 4 (12.90%) OOD
10 3 (9.68%) Continuous Deployment
10 3 (9.68%) OOA/OOD
10 3 (9.68%) Scrum
Programming Languages
1 31 (100.00%) Python
2 22 (70.97%) SQL
3 11 (35.48%) JavaScript
4 3 (9.68%) Java
5 1 (3.23%) C
Qualifications
1 3 (9.68%) BPSS Clearance
1 3 (9.68%) Degree
2 2 (6.45%) Computer Science Degree
2 2 (6.45%) Security Cleared
Quality Assurance & Compliance
1 8 (25.81%) QA
2 3 (9.68%) Disclosure Scotland
2 3 (9.68%) WCAG
System Software
1 16 (51.61%) Docker
2 9 (29.03%) VirtualBox
Vendors
1 7 (22.58%) Microsoft