Period
to 20 October 2020

The following table provides summary statistics for permanent job vacancies 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 20 October 2020 with a comparison to the same period in the previous 2 years.

Pandas
UK
6 months to
20 Oct 2020
Same period 2019 Same period 2018
Rank 462 656 818
Rank change year-on-year +194 +162 +195
Permanent jobs citing Pandas 227 440 357
As % of all permanent jobs advertised in the UK 0.46% 0.32% 0.22%
As % of the Libraries, Frameworks & Software Standards category 1.06% 0.86% 0.55%
Number of salaries quoted 210 398 308
Median annual salary £75,000 £70,000 £72,500
Median salary % change year-on-year +7.14% -3.45% +20.83%
10th Percentile £44,875 £45,000 £41,950
90th Percentile £112,500 £122,500 £110,000
UK excluding London median annual salary £50,000 £60,000 £50,000
% change year-on-year -16.67% +20.00% +11.11%

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 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 21,390 51,017 65,384
As % of all permanent IT jobs advertised in the UK 43.80% 37.50% 39.99%
Number of salaries quoted 18,234 41,892 54,069
Median annual salary £57,500 £55,000 £51,200
Median salary % change year-on-year +4.55% +7.42% +2.40%
10th Percentile £35,000 £32,500 £31,250
90th Percentile £93,750 £87,500 £82,500
UK excluding London median annual salary £50,000 £45,000 £45,000
% change year-on-year +11.11% - +5.88%

Pandas
Job Vacancy Trend

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

Job vacancy trend for Pandas in the UK

Pandas
Salary Trend

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

Salary trend for Pandas in the UK

Pandas
Salary Histogram

Salary distribution for jobs citing Pandas over the 6 months to 20 October 2020.

Salary histogram for Pandas in the UK

Pandas
Top 14 Job Locations

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Pandas within the UK over the 6 months to 20 October 2020. 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 +201 225 £75,000 +7.14% 43
London +130 197 £77,500 +3.33% 33
UK excluding London +251 29 £50,000 -16.67% 10
Work from Home +33 13 £62,500 +19.05% 10
South East +187 10 £62,500 +4.17% 2
North of England +172 8 £43,000 -38.57% 1
Midlands +141 6 £34,250 -42.92% 1
Yorkshire +130 5 £47,500 -9.52%
West Midlands +108 5 £31,000 -48.33% 1
North East - 3 £40,000 -
East of England +136 2 £77,500 +24.00% 6
South West +100 2 £45,000 -14.29%
Wales +47 1 £40,000 -
East Midlands - 1 £37,500 -

For the 6 months to 20 October 2020, 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 with a requirement for Pandas.

1 226 (99.56%) Python
2 130 (57.27%) NumPy
3 129 (56.83%) SQL
4 106 (46.70%) Finance
5 86 (37.89%) Machine Learning
6 77 (33.92%) Data Science
7 59 (25.99%) Front Office
8 57 (25.11%) AWS
9 55 (24.23%) SciPy
10 54 (23.79%) Computer Science
11 51 (22.47%) Hedge funds
11 51 (22.47%) Analytics
11 51 (22.47%) scikit-learn
12 50 (22.03%) Equities
13 49 (21.59%) Asset Management
13 49 (21.59%) Azure
14 42 (18.50%) Statistics
15 41 (18.06%) Agile Software Development
15 41 (18.06%) Degree
15 41 (18.06%) Algorithms
16 39 (17.18%) TDD
16 39 (17.18%) PostgreSQL
16 39 (17.18%) Software Engineering
17 38 (16.74%) Derivative
17 38 (16.74%) Natural Language Processing
18 37 (16.30%) Mathematics
18 37 (16.30%) Java
19 35 (15.42%) Fixed Income
19 35 (15.42%) TensorFlow
20 34 (14.98%) Apache Spark

Pandas
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 34 (14.98%) Apache Spark
2 20 (8.81%) Apache Airflow
3 14 (6.17%) Jupyter
4 12 (5.29%) SAS
5 8 (3.52%) Apache
5 8 (3.52%) Luigi
6 7 (3.08%) Confluence
7 5 (2.20%) Elasticsearch
8 3 (1.32%) nginx
9 2 (0.88%) ArcGIS
10 1 (0.44%) IBM Domino
Applications
1 11 (4.85%) Microsoft Excel
2 2 (0.88%) Chatbot
3 1 (0.44%) Microsoft PowerPoint
Business Applications
1 26 (11.45%) Eagle PACE
1 26 (11.45%) Markit EDM
Cloud Services
1 57 (25.11%) AWS
2 49 (21.59%) Azure
3 32 (14.10%) GCP
4 19 (8.37%) Amazon S3
5 17 (7.49%) Power Platform
6 11 (4.85%) Serverless
7 9 (3.96%) AWS Lambda
8 7 (3.08%) SaaS
9 4 (1.76%) Amazon ECS
9 4 (1.76%) Amazon EMR
9 4 (1.76%) Amazon Kinesis
9 4 (1.76%) Amazon SageMaker
9 4 (1.76%) Amazon SQS
9 4 (1.76%) Cloud Computing
10 3 (1.32%) Amazon EC2
10 3 (1.32%) OpenShift
11 2 (0.88%) Azure Data Factory
11 2 (0.88%) GitHub
12 1 (0.44%) IaaS
12 1 (0.44%) PaaS
Communications & Networking
1 7 (3.08%) 5G
Database & Business Intelligence
1 39 (17.18%) PostgreSQL
2 34 (14.98%) Big Data
3 27 (11.89%) Hadoop
4 22 (9.69%) SQL Server
5 21 (9.25%) NoSQL
6 18 (7.93%) Relational Database
7 17 (7.49%) Power BI
8 12 (5.29%) MongoDB
8 12 (5.29%) RDBMS
9 9 (3.96%) Data Warehouse
10 8 (3.52%) Amazon Athena
10 8 (3.52%) Geospatial Data
10 8 (3.52%) HBase
10 8 (3.52%) Impala
11 7 (3.08%) Data Lake
11 7 (3.08%) KDB
11 7 (3.08%) SQL Server Reporting Services
12 6 (2.64%) Apache Cassandra
12 6 (2.64%) Redis
13 5 (2.20%) Amazon Redshift
Development Applications
1 16 (7.05%) Jenkins
2 10 (4.41%) Git (software)
3 8 (3.52%) JIRA
4 5 (2.20%) Bitbucket
4 5 (2.20%) PyCharm
4 5 (2.20%) Pylint
4 5 (2.20%) Sourcetree
5 3 (1.32%) Team Foundation Server
6 2 (0.88%) Eclipse
6 2 (0.88%) RStudio
6 2 (0.88%) Visual Studio
6 2 (0.88%) Visual Studio Code
7 1 (0.44%) Cypress.io
7 1 (0.44%) webpack
General
1 106 (46.70%) Finance
2 59 (25.99%) Front Office
3 29 (12.78%) Back Office
4 15 (6.61%) Banking
5 12 (5.29%) Retail
6 11 (4.85%) Telecoms
7 9 (3.96%) Marketing
8 8 (3.52%) Manufacturing
9 2 (0.88%) Advertising
9 2 (0.88%) General Ledger
9 2 (0.88%) Legal
10 1 (0.44%) Law
Job Titles
1 87 (38.33%) Developer
2 81 (35.68%) Python Developer
3 44 (19.38%) Python Engineer
4 32 (14.10%) Data Manager
5 30 (13.22%) Data Scientist
6 29 (12.78%) Analyst
7 27 (11.89%) Data Analyst
8 26 (11.45%) Finance Manager
8 26 (11.45%) Financial Analyst
9 25 (11.01%) SQL Developer
10 23 (10.13%) Data Engineer
11 17 (7.49%) Senior Data Scientist
12 13 (5.73%) Senior Developer
12 13 (5.73%) Senior Python Developer
12 13 (5.73%) Software Engineer
13 12 (5.29%) Market Analyst
13 12 (5.29%) Market Data Analyst
13 12 (5.29%) Market Data Manager
13 12 (5.29%) Reference Data Analyst
14 11 (4.85%) Python Software Engineer
Libraries, Frameworks & Software Standards
1 130 (57.27%) NumPy
2 55 (24.23%) SciPy
3 51 (22.47%) scikit-learn
4 38 (16.74%) Natural Language Processing
5 35 (15.42%) TensorFlow
6 33 (14.54%) Django
7 26 (11.45%) Keras
8 25 (11.01%) React
9 23 (10.13%) Flask
10 21 (9.25%) PyTorch
11 18 (7.93%) AngularJS
12 17 (7.49%) Dask
12 17 (7.49%) Matplotlib
12 17 (7.49%) XGBoost
13 16 (7.05%) RESTful
14 14 (6.17%) SpaCy
15 12 (5.29%) PySpark
16 11 (4.85%) REST
16 11 (4.85%) Web Services
17 9 (3.96%) Redux
Miscellaneous
1 51 (22.47%) Hedge funds
2 50 (22.03%) Equities
3 41 (18.06%) Algorithms
4 38 (16.74%) Derivative
5 35 (15.42%) Fixed Income
6 32 (14.10%) Analytical Skills
7 26 (11.45%) Reference Data
8 17 (7.49%) Data Structures
9 7 (3.08%) FMCG
10 6 (2.64%) Foreign Exchange (FX)
10 6 (2.64%) Greenfield Project
10 6 (2.64%) Interest Rate Derivative
10 6 (2.64%) Mobile App
11 5 (2.20%) Pricing Data
12 3 (1.32%) Cloud Native
12 3 (1.32%) Life Science
12 3 (1.32%) Management Information System
12 3 (1.32%) User Experience
13 2 (0.88%) NHS
13 2 (0.88%) Spread Betting
Operating Systems
1 26 (11.45%) Linux
Processes & Methodologies
1 86 (37.89%) Machine Learning
2 77 (33.92%) Data Science
3 54 (23.79%) Computer Science
4 51 (22.47%) Analytics
5 49 (21.59%) Asset Management
6 42 (18.50%) Statistics
7 41 (18.06%) Agile Software Development
8 39 (17.18%) Software Engineering
8 39 (17.18%) TDD
9 37 (16.30%) Mathematics
10 34 (14.98%) Artificial Intelligence
11 32 (14.10%) Investment Management
11 32 (14.10%) Visualisation
12 29 (12.78%) Deep Learning
13 27 (11.89%) BDD
14 24 (10.57%) DevOps
15 23 (10.13%) Data Visualisation
16 22 (9.69%) Neural Network
17 21 (9.25%) Decision-Making
18 18 (7.93%) Physics
Programming Languages
1 226 (99.56%) Python
2 129 (56.83%) SQL
3 37 (16.30%) Java
4 31 (13.66%) JavaScript
5 27 (11.89%) R
6 15 (6.61%) C++
7 14 (6.17%) C#
8 12 (5.29%) Scala
9 11 (4.85%) MATLAB
10 9 (3.96%) C
11 8 (3.52%) Julia
12 6 (2.64%) VBA
13 5 (2.20%) PowerShell
14 4 (1.76%) Go
14 4 (1.76%) TypeScript
15 3 (1.32%) T-SQL
16 1 (0.44%) Kotlin
16 1 (0.44%) Rust
Qualifications
1 41 (18.06%) Degree
2 25 (11.01%) Computer Science Degree
3 16 (7.05%) PhD
4 9 (3.96%) Master's Degree
5 2 (0.88%) AWS Certification
6 1 (0.44%) DV Cleared
6 1 (0.44%) Numerate Degree
6 1 (0.44%) SC Cleared
6 1 (0.44%) Security Cleared
Quality Assurance & Compliance
1 7 (3.08%) Data Quality
2 3 (1.32%) UCITS
System Software
1 20 (8.81%) Docker
2 1 (0.44%) HDFS
Systems Management
1 29 (12.78%) Kubernetes
2 16 (7.05%) Puppet
3 4 (1.76%) Oozie
3 4 (1.76%) Terraform
4 3 (1.32%) Kibana
4 3 (1.32%) logstash
Vendors
1 26 (11.45%) Bloomberg
1 26 (11.45%) FactSet
1 26 (11.45%) Reuters
2 18 (7.93%) Databricks
3 13 (5.73%) Tableau
4 12 (5.29%) Microsoft
5 8 (3.52%) Cloudera
6 7 (3.08%) Google
6 7 (3.08%) Splunk
7 5 (2.20%) Oracle
8 4 (1.76%) Talend
9 2 (0.88%) Cisco
9 2 (0.88%) ESRI
9 2 (0.88%) Samsung
10 1 (0.44%) Cognizant
10 1 (0.44%) MapR
10 1 (0.44%) Sybase