Period
to 18 November 2017

The following table provides summary statistics for permanent job vacancies with a requirement for SQLAlchemy skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited SQLAlchemy over the 6 months to 18 November 2017 with a comparison to the same period in the previous 2 years.

SQLAlchemy
UK
6 months to
18 Nov 2017
Same period 2016 Same period 2015
Rank 1115 1178 1289
Rank change year-on-year +63 +111 +14
Permanent jobs citing SQLAlchemy 62 44 25
As % of all permanent IT jobs advertised in the UK 0.035% 0.023% 0.011%
As % of the Libraries, Frameworks & Software Standards category 0.086% 0.059% 0.030%
Number of salaries quoted 53 40 23
UK median annual salary £55,000 £53,250 £52,500
Median salary % change year-on-year +3.29% +1.43% +31.25%
10th Percentile £43,750 £25,000 £19,999
90th Percentile £72,250 £80,000 £61,250
UK excluding London median annual salary £60,000 £40,000 £19,000
% change year-on-year +50.00% +110.53% -52.50%

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

All Software Libraries and Frameworks
UK
Permanent vacancies with a requirement for technical specification, industry standards, software libraries and framework skills 71782 73986 83137
As % of all permanent IT jobs advertised in the UK 40.12% 38.96% 37.96%
Number of salaries quoted 59611 64205 71075
UK median annual salary £50,000 £47,500 £45,000
Median salary % change year-on-year +5.26% +5.56% -
10th Percentile £29,750 £28,750 £27,500
90th Percentile £77,500 £76,250 £73,750
UK excluding London median annual salary £42,500 £42,000 £40,000
% change year-on-year +1.19% +5.00% -

SQLAlchemy
Job Vacancy Trend

Job postings citing SQLAlchemy as a percentage of all IT jobs advertised.

Job vacancy trend for SQLAlchemy in the UK

SQLAlchemy
Salary Trend

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

Salary trend for SQLAlchemy in the UK

SQLAlchemy
Salary Histogram

The salary distribution of IT jobs citing SQLAlchemy over the 6 months to 18 November 2017.

Salary histogram for SQLAlchemy in the UK

SQLAlchemy
Top 6 Job Locations

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing SQLAlchemy within the UK over the 6 months to 18 November 2017. 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
England +45 62 £55,000 +3.29% 8
London +7 43 £55,000 - 6
UK excluding London +74 19 £60,000 +50.00% 2
East of England - 8 £67,500 -
South East +37 7 £45,000 -16.67% 2
South West - 4 £40,000 -

For the 6 months to 18 November 2017, IT jobs citing SQLAlchemy also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all job ads with a requirement for SQLAlchemy.

1 62 (100.00%) Python
2 43 (69.35%) Django
2 43 (69.35%) Flask
3 29 (46.77%) Docker
4 26 (41.94%) PostgreSQL
4 26 (41.94%) SQL
5 24 (38.71%) JavaScript
6 21 (33.87%) Software Engineering
6 21 (33.87%) Agile Software Development
7 20 (32.26%) Amazon AWS
7 20 (32.26%) Machine Learning
8 19 (30.65%) Linux
9 17 (27.42%) Ruby
9 17 (27.42%) Git (software)
10 16 (25.81%) AngularJS
11 15 (24.19%) Ansible
11 15 (24.19%) Finance
12 14 (22.58%) MySQL
12 14 (22.58%) HTML
12 14 (22.58%) Computer Science
12 14 (22.58%) Kubernetes
13 13 (20.97%) Apache Spark
13 13 (20.97%) Degree
13 13 (20.97%) Information Security
14 12 (19.35%) Natural Language Processing
14 12 (19.35%) RabbitMQ
14 12 (19.35%) Front End Development
14 12 (19.35%) Analytical Skills
14 12 (19.35%) Cybersecurity
15 11 (17.74%) Cyberthreat

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 13 (20.97%) Apache Spark
2 11 (17.74%) nginx
3 7 (11.29%) Elasticsearch
4 2 (3.23%) Apache Airflow
4 2 (3.23%) Confluence
4 2 (3.23%) Gunicorn
4 2 (3.23%) Tornado
4 2 (3.23%) uWSGI
5 1 (1.61%) Apache Solr
5 1 (1.61%) Jupyter
Business Applications
1 4 (6.45%) Salesforce.com CRM
Cloud Services
1 20 (32.26%) Amazon AWS
2 9 (14.52%) SaaS
3 7 (11.29%) Amazon EC2
4 3 (4.84%) Cloud Computing
4 3 (4.84%) GitHub
5 2 (3.23%) Amazon S3
5 2 (3.23%) Google Cloud Platform
6 1 (1.61%) AWS Elastic Beanstalk
6 1 (1.61%) AWS Lambda
6 1 (1.61%) CloudFront
6 1 (1.61%) DigitalOcean
6 1 (1.61%) Heroku
6 1 (1.61%) Microsoft Azure
6 1 (1.61%) Serverless
Communications & Networking
1 10 (16.13%) HTTP
2 2 (3.23%) Skype
Database & Business Intelligence
1 26 (41.94%) PostgreSQL
2 14 (22.58%) MySQL
3 10 (16.13%) NoSQL
4 7 (11.29%) Redis
5 4 (6.45%) Big Data
6 3 (4.84%) Hadoop
7 2 (3.23%) Amazon RDS
7 2 (3.23%) Apache Hive
7 2 (3.23%) Impala
7 2 (3.23%) MongoDB
7 2 (3.23%) SQL Server
8 1 (1.61%) Amazon DynamoDB
8 1 (1.61%) Apache Cassandra
8 1 (1.61%) Data Warehouse
8 1 (1.61%) RDBMS
8 1 (1.61%) Relational Database
8 1 (1.61%) Triplestore
Development Applications
1 17 (27.42%) Git (software)
2 8 (12.90%) Subversion
3 4 (6.45%) Oracle APEX
4 3 (4.84%) Jenkins
4 3 (4.84%) Vagrant
5 2 (3.23%) git-flow
5 2 (3.23%) gulp
5 2 (3.23%) WiX
6 1 (1.61%) Ant
6 1 (1.61%) GitLab
6 1 (1.61%) Hudson
6 1 (1.61%) JIRA
6 1 (1.61%) Maven
6 1 (1.61%) PyCharm
6 1 (1.61%) Wing IDE
General
1 15 (24.19%) Finance
2 11 (17.74%) Legal
3 4 (6.45%) Telecoms
4 2 (3.23%) Advertising
4 2 (3.23%) Front Office
4 2 (3.23%) Law
4 2 (3.23%) Marketing
5 1 (1.61%) Billing
5 1 (1.61%) Games
Job Titles
1 45 (72.58%) Developer
1 45 (72.58%) Python Developer
2 16 (25.81%) Django Developer
2 16 (25.81%) Python/Django Developer
3 12 (19.35%) JavaScript Engineer
4 8 (12.90%) Senior Developer
4 8 (12.90%) Senior Python Developer
5 7 (11.29%) Full Stack Developer
6 5 (8.06%) Junior
6 5 (8.06%) Junior Developer
6 5 (8.06%) Junior Python Developer
7 2 (3.23%) Data Engineer
7 2 (3.23%) DBA
7 2 (3.23%) PostgreSQL DBA
8 1 (1.61%) Architect
8 1 (1.61%) AWS Developer
8 1 (1.61%) AWS Engineer
8 1 (1.61%) Data Architect
8 1 (1.61%) PostgreSQL Developer
8 1 (1.61%) Senior DBA
Libraries, Frameworks & Software Standards
1 43 (69.35%) Django
1 43 (69.35%) Flask
2 16 (25.81%) AngularJS
3 14 (22.58%) HTML
4 12 (19.35%) Natural Language Processing
4 12 (19.35%) RabbitMQ
5 11 (17.74%) REST
6 10 (16.13%) CSS
6 10 (16.13%) CSS3
6 10 (16.13%) HTML5
6 10 (16.13%) Pyramid
6 10 (16.13%) Twisted
6 10 (16.13%) Web Services
7 9 (14.52%) Celery
7 9 (14.52%) Ember.js
8 8 (12.90%) NumPy
8 8 (12.90%) Pandas
8 8 (12.90%) PyGTK
9 7 (11.29%) JSON
9 7 (11.29%) React
Miscellaneous
1 14 (22.58%) Computer Science
2 12 (19.35%) Analytical Skills
3 11 (17.74%) Cyberthreat
4 8 (12.90%) Mobile App
5 3 (4.84%) Algorithms
6 2 (3.23%) Data Structures
6 2 (3.23%) Replication
7 1 (1.61%) Derivative
7 1 (1.61%) Equities
7 1 (1.61%) Fintech
7 1 (1.61%) Life Science
7 1 (1.61%) Linked Data
7 1 (1.61%) Semantic Web
Operating Systems
1 19 (30.65%) Linux
2 10 (16.13%) Ubuntu
3 1 (1.61%) Unix
Processes & Methodologies
1 21 (33.87%) Agile Software Development
1 21 (33.87%) Software Engineering
2 20 (32.26%) Machine Learning
3 13 (20.97%) Information Security
4 12 (19.35%) Cybersecurity
4 12 (19.35%) Front End Development
5 11 (17.74%) Artificial Intelligence
5 11 (17.74%) Continuous Delivery
5 11 (17.74%) Data Protection
6 10 (16.13%) Web Development
7 9 (14.52%) TDD
8 7 (11.29%) Continuous Deployment
9 6 (9.68%) Mathematics
10 5 (8.06%) DevOps
10 5 (8.06%) Statistics
11 4 (6.45%) CRM
11 4 (6.45%) Microservices
11 4 (6.45%) MVC
11 4 (6.45%) Price Optimisation
11 4 (6.45%) Workflow
Programming Languages
1 62 (100.00%) Python
2 26 (41.94%) SQL
3 24 (38.71%) JavaScript
4 17 (27.42%) Ruby
5 6 (9.68%) C
6 5 (8.06%) Bash Shell
6 5 (8.06%) Perl
7 4 (6.45%) Apex Code
7 4 (6.45%) C++
7 4 (6.45%) Java
7 4 (6.45%) PHP
8 2 (3.23%) C#
8 2 (3.23%) Go
9 1 (1.61%) SPARQL
Qualifications
1 13 (20.97%) Degree
2 8 (12.90%) Computer Science Degree
3 2 (3.23%) PhD
4 1 (1.61%) Numerate Degree
System Software
1 29 (46.77%) Docker
2 2 (3.23%) vSphere
3 1 (1.61%) Oracle RAC
Systems Management
1 15 (24.19%) Ansible
2 14 (22.58%) Kubernetes
3 2 (3.23%) HAProxy
4 1 (1.61%) Docker Swarm
4 1 (1.61%) Failover Clustering
4 1 (1.61%) Kibana
4 1 (1.61%) logstash
4 1 (1.61%) Opscode Chef
4 1 (1.61%) Packer
4 1 (1.61%) Puppet
Vendors
1 5 (8.06%) Google
1 5 (8.06%) Microsoft
1 5 (8.06%) Oracle
2 4 (6.45%) Salesforce.com