Period
to 1 August 2021

The following table provides summary statistics for permanent job vacancies advertised in London with a requirement for Pandas skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Pandas over the 6 months to 1 August 2021 with a comparison to the same period in the previous 2 years.

Pandas
England > London
6 months to
1 Aug 2021
Same period 2020 Same period 2019
Rank 442 340 463
Rank change year-on-year -102 +123 +76
Permanent jobs citing Pandas 244 211 312
As % of all permanent jobs advertised in London 0.54% 0.75% 0.55%
As % of the Libraries, Frameworks & Software Standards category 1.13% 1.77% 1.41%
Number of salaries quoted 133 178 263
10th Percentile £46,250 £48,750 £46,500
25th Percentile £55,000 £57,500 £52,500
Median annual salary (50th Percentile) £77,500 £75,000 £72,500
Median % change year-on-year +3.33% +3.45% -3.33%
75th Percentile £92,500 £95,000 £93,750
90th Percentile £125,500 £105,000 £122,500
England median annual salary £73,500 £72,500 £68,300
% change year-on-year +1.38% +6.15% -2.43%

Pandas 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 advertised in London with a requirement for technical specification, industry standards, software libraries and framework skills.

All Software Libraries and Frameworks
London
Permanent vacancies with a requirement for technical specification, industry standards, software libraries and framework skills 21,512 11,947 22,153
As % of all permanent IT jobs advertised in London 47.66% 42.40% 38.95%
Number of salaries quoted 12,617 9,982 18,730
10th Percentile £45,000 £45,000 £40,000
25th Percentile £55,000 £54,500 £50,000
Median annual salary (50th Percentile) £72,500 £70,000 £67,500
Median % change year-on-year +3.57% +3.70% +8.00%
75th Percentile £90,000 £87,500 £85,000
90th Percentile £110,000 £107,500 £98,750
England median annual salary £60,000 £57,500 £55,000
% change year-on-year +4.35% +4.55% +10.00%

Pandas
Job Vacancy Trend in London

Job postings citing Pandas as a proportion of all IT jobs advertised in London.

Job vacancy trend for Pandas in London

Pandas
Salary Trend in London

3-month moving average salary quoted in jobs citing Pandas in London.

Salary trend for Pandas in London

Pandas
Salary Histogram in London

Salary distribution for jobs citing Pandas in London over the 6 months to 1 August 2021.

Salary histogram for Pandas in London

Pandas
Job Locations in London

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Pandas within the London region over the 6 months to 1 August 2021. 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
Central London -45 18 £80,000 +14.29% 17
South London - 4 £47,500 -
Pandas
England

For the 6 months to 1 August 2021, IT jobs citing Pandas 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 London region with a requirement for Pandas.

1 244 (100.00%) Python
2 160 (65.57%) NumPy
3 136 (55.74%) Machine Learning
4 133 (54.51%) Data Science
5 125 (51.23%) Algorithms
6 121 (49.59%) SQL
7 114 (46.72%) scikit-learn
8 107 (43.85%) AWS
9 77 (31.56%) Software Engineering
9 77 (31.56%) Docker
10 70 (28.69%) Analytics
11 67 (27.46%) Java
12 66 (27.05%) Apache Spark
13 63 (25.82%) Artificial Intelligence
13 63 (25.82%) Degree
14 54 (22.13%) Finance
15 50 (20.49%) Data Structures
15 50 (20.49%) Social Skills
16 49 (20.08%) Computer Science
16 49 (20.08%) Natural Language Processing
17 46 (18.85%) Flask
17 46 (18.85%) Jupyter
18 45 (18.44%) Agile Software Development
19 44 (18.03%) Problem-Solving
20 42 (17.21%) React
20 42 (17.21%) Django
21 41 (16.80%) SciPy
22 40 (16.39%) Kafka
22 40 (16.39%) TensorFlow
22 40 (16.39%) Apache Airflow

Pandas
Co-occurring IT Skills in London 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 66 (27.05%) Apache Spark
2 46 (18.85%) Jupyter
3 40 (16.39%) Apache Airflow
4 26 (10.66%) Apache
5 17 (6.97%) Gunicorn
6 10 (4.10%) Confluence
7 9 (3.69%) Elasticsearch
8 4 (1.64%) Luigi
9 3 (1.23%) ArcGIS
10 1 (0.41%) nginx
10 1 (0.41%) Tornado
Applications
1 7 (2.87%) Spreadsheet
2 3 (1.23%) AutoCAD
2 3 (1.23%) Microsoft Excel
2 3 (1.23%) Microsoft Office
Business Applications
1 1 (0.41%) Sentinel
Cloud Services
1 107 (43.85%) AWS
2 37 (15.16%) Azure
3 24 (9.84%) SaaS
4 23 (9.43%) Amazon S3
5 20 (8.20%) Amazon SageMaker
6 19 (7.79%) Serverless
7 16 (6.56%) Amazon SQS
8 15 (6.15%) GCP
9 12 (4.92%) AWS Lambda
9 12 (4.92%) Cloud Computing
10 11 (4.51%) AWS CloudFormation
10 11 (4.51%) GitHub
11 10 (4.10%) AWS CodePipeline
11 10 (4.10%) PaaS
11 10 (4.10%) Power Platform
12 6 (2.46%) Amazon CloudWatch
12 6 (2.46%) Amazon ELB
12 6 (2.46%) Google Docs
12 6 (2.46%) Loggly
12 6 (2.46%) Trello
Communications & Networking
1 5 (2.05%) HTTP
Database & Business Intelligence
1 31 (12.70%) Data Warehouse
2 22 (9.02%) NoSQL
2 22 (9.02%) PostgreSQL
3 21 (8.61%) Big Data
3 21 (8.61%) MongoDB
4 17 (6.97%) Amazon Redshift
5 15 (6.15%) Data Mining
6 13 (5.33%) Relational Database
7 12 (4.92%) Hadoop
8 11 (4.51%) Amazon DynamoDB
8 11 (4.51%) Looker
8 11 (4.51%) Tableau
9 10 (4.10%) Power BI
10 9 (3.69%) Apache Hive
10 9 (3.69%) Neo4j
11 8 (3.28%) BigQuery
12 7 (2.87%) Apache Cassandra
12 7 (2.87%) Impala
12 7 (2.87%) InfluxDB
12 7 (2.87%) Metadata
Development Applications
1 20 (8.20%) Git (software)
2 17 (6.97%) GitLab
3 16 (6.56%) Jenkins
4 15 (6.15%) Maven
5 10 (4.10%) JIRA
6 9 (3.69%) Bitbucket
7 8 (3.28%) CircleCI
8 7 (2.87%) Octopus Deploy
8 7 (2.87%) Pylint
8 7 (2.87%) Sourcetree
9 5 (2.05%) JUnit
9 5 (2.05%) Mockito
10 2 (0.82%) Cypress.io
10 2 (0.82%) webpack
11 1 (0.41%) CMake
11 1 (0.41%) Cucumber
11 1 (0.41%) Selenium
11 1 (0.41%) Valgrind
General
1 54 (22.13%) Finance
2 50 (20.49%) Social Skills
3 34 (13.93%) Analytical Skills
4 28 (11.48%) Retail
5 15 (6.15%) Russian Language
6 14 (5.74%) Marketing
7 13 (5.33%) Banking
7 13 (5.33%) Presentation Skills
8 12 (4.92%) Telecoms
9 8 (3.28%) Games
9 8 (3.28%) Investment Banking
10 7 (2.87%) Front Office
11 5 (2.05%) Back Office
11 5 (2.05%) Pharmaceutical
11 5 (2.05%) Prime Brokerage
12 2 (0.82%) Organisational Skills
12 2 (0.82%) Public Sector
12 2 (0.82%) Wearables
13 1 (0.41%) Law
13 1 (0.41%) Legal
Job Titles
1 74 (30.33%) Developer
2 54 (22.13%) Data Scientist
3 50 (20.49%) Python Developer
4 39 (15.98%) Data Engineer
5 37 (15.16%) Python Engineer
6 36 (14.75%) Software Engineer
7 24 (9.84%) Senior Data Engineer
8 15 (6.15%) Java Engineer
8 15 (6.15%) Java Software Engineer
9 14 (5.74%) Python Software Engineer
10 12 (4.92%) Apache Spark Developer
10 12 (4.92%) AWS Engineer
10 12 (4.92%) Backend Developer
11 11 (4.51%) Machine Learning Engineer
12 10 (4.10%) Consultant
13 9 (3.69%) Junior
13 9 (3.69%) Machine Learning Consultant
14 8 (3.28%) Java Developer
14 8 (3.28%) Senior Data Scientist
14 8 (3.28%) Senior Developer
Libraries, Frameworks & Software Standards
1 160 (65.57%) NumPy
2 114 (46.72%) scikit-learn
3 46 (18.85%) Flask
4 42 (17.21%) Django
4 42 (17.21%) React
5 41 (16.80%) SciPy
6 40 (16.39%) Kafka
6 40 (16.39%) TensorFlow
7 36 (14.75%) REST
8 34 (13.93%) pytest
9 28 (11.48%) Matplotlib
10 27 (11.07%) Redux
11 23 (9.43%) Web Services
12 21 (8.61%) Celery
13 18 (7.38%) PyTorch
14 17 (6.97%) RabbitMQ
15 16 (6.56%) Dask
15 16 (6.56%) Keras
16 11 (4.51%) ZeroMQ
17 10 (4.10%) PySpark
Miscellaneous
1 125 (51.23%) Algorithms
2 50 (20.49%) Data Structures
3 32 (13.11%) Blog
4 22 (9.02%) Self-Motivation
5 18 (7.38%) Equities
6 13 (5.33%) Enterprise Software
7 12 (4.92%) Hedge funds
8 10 (4.10%) User Experience
9 9 (3.69%) Greenfield Project
9 9 (3.69%) NHS
10 8 (3.28%) Mobile App
10 8 (3.28%) Podcast
11 7 (2.87%) Wiki
12 6 (2.46%) Derivative
13 5 (2.05%) Fixed Income
13 5 (2.05%) Management Information System
13 5 (2.05%) Renewable Energy
13 5 (2.05%) Smart Meter
14 4 (1.64%) Clustering
14 4 (1.64%) Credit Risk
Operating Systems
1 31 (12.70%) Linux
2 6 (2.46%) Apple iOS
3 4 (1.64%) Unix
4 2 (0.82%) Mac OS
Processes & Methodologies
1 136 (55.74%) Machine Learning
2 133 (54.51%) Data Science
3 77 (31.56%) Software Engineering
4 70 (28.69%) Analytics
5 63 (25.82%) Artificial Intelligence
6 49 (20.08%) Computer Science
6 49 (20.08%) Natural Language Processing
7 45 (18.44%) Agile Software Development
8 44 (18.03%) Problem-Solving
9 37 (15.16%) Data Engineering
10 36 (14.75%) Open Source
11 35 (14.34%) Data Analysis
12 33 (13.52%) Data Pipeline
13 26 (10.66%) Microservices
13 26 (10.66%) Pair Programming
13 26 (10.66%) Visualisation
14 25 (10.25%) Data Modelling
15 23 (9.43%) Statistics
16 21 (8.61%) TDD
16 21 (8.61%) Workflow
Programming Languages
1 244 (100.00%) Python
2 121 (49.59%) SQL
3 67 (27.46%) Java
4 36 (14.75%) JavaScript
5 22 (9.02%) C++
6 19 (7.79%) Kotlin
7 15 (6.15%) Java 8
8 12 (4.92%) Scala
9 11 (4.51%) ES6
10 10 (4.10%) R
11 6 (2.46%) Apple Swift
12 5 (2.05%) C#
12 5 (2.05%) TypeScript
13 3 (1.23%) Bash Shell
13 3 (1.23%) MATLAB
14 2 (0.82%) C
14 2 (0.82%) Julia
14 2 (0.82%) PHP
15 1 (0.41%) Clojure
15 1 (0.41%) ML
Qualifications
1 63 (25.82%) Degree
2 29 (11.89%) Computer Science Degree
3 22 (9.02%) PhD
4 16 (6.56%) Numerate Degree
5 2 (0.82%) Master's Degree
Quality Assurance & Compliance
1 17 (6.97%) GRC
2 10 (4.10%) Data Quality
3 1 (0.41%) QA
System Software
1 77 (31.56%) Docker
2 11 (4.51%) Apache ZooKeeper
2 11 (4.51%) etcd
3 1 (0.41%) Firmware
Systems Management
1 39 (15.98%) Kubernetes
2 21 (8.61%) Puppet
3 19 (7.79%) Terraform
4 17 (6.97%) Consul
5 16 (6.56%) Opscode Chef
6 6 (2.46%) Packer
7 3 (1.23%) Kubeflow
8 2 (0.82%) Hadoop YARN
8 2 (0.82%) Oozie
9 1 (0.41%) Ansible
Vendors
1 14 (5.74%) Databricks
2 13 (5.33%) Google
3 12 (4.92%) Microsoft
4 9 (3.69%) Cisco
5 7 (2.87%) Dell
5 7 (2.87%) Splunk
6 3 (1.23%) ESRI
7 2 (0.82%) Cloudera
7 2 (0.82%) Teradata
8 1 (0.41%) Alteryx
8 1 (0.41%) Apple
8 1 (0.41%) Atlassian
8 1 (0.41%) Oracle
8 1 (0.41%) Twitter