Pandas
UK

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 4 December 2023 with a comparison to the same period in the previous 2 years.

6 months to
4 Dec 2023
Same period 2022 Same period 2021
Rank 519 616 649
Rank change year-on-year +97 +33 -127
Permanent jobs citing Pandas 224 511 488
As % of all permanent jobs advertised in the UK 0.42% 0.41% 0.38%
As % of the Libraries, Frameworks & Software Standards category 1.60% 1.27% 0.98%
Number of salaries quoted 183 362 292
10th Percentile £52,500 £51,900 £47,500
25th Percentile £61,625 £61,250 £60,000
Median annual salary (50th Percentile) £90,000 £80,000 £77,500
Median % change year-on-year +12.50% +3.23% +3.33%
75th Percentile £132,500 £105,000 £105,000
90th Percentile £150,000 £122,500 £119,750
UK excluding London median annual salary £70,576 £67,500 £60,000
% change year-on-year +4.56% +12.50% +20.00%

All Software Libraries and Frameworks
UK

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.

Permanent vacancies with a requirement for technical specification, industry standards, software libraries and framework skills 14,018 40,128 49,552
As % of all permanent jobs advertised in the UK 26.33% 32.38% 38.64%
Number of salaries quoted 10,969 24,275 32,022
10th Percentile £41,250 £40,000 £36,750
25th Percentile £51,250 £50,000 £45,000
Median annual salary (50th Percentile) £66,500 £65,000 £60,000
Median % change year-on-year +2.31% +8.33% +4.35%
75th Percentile £85,000 £86,250 £80,000
90th Percentile £106,258 £105,000 £96,250
UK excluding London median annual salary £57,500 £57,500 £52,500
% change year-on-year - +9.52% +5.00%

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 4 December 2023.

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 4 December 2023. 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
Jobs
England +109 210 £95,000 +15.85% 111
London +101 165 £107,500 +26.47% 79
Work from Home +130 114 £125,000 +66.67% 64
UK excluding London +184 50 £70,576 +4.56% 54
South West +77 23 £57,500 -2.70% 1
Scotland +58 9 £60,000 +19.83% 8
North of England +144 7 £70,576 +19.99% 9
Yorkshire +93 6 £70,576 +4.56% 2
West Midlands +121 5 £62,500 +4.17% 1
Midlands +102 5 £62,500 -3.85% 1
Northern Ireland - 3 £80,000 - 1
Wales +23 2 £30,000 -40.17% 4
South East +144 1 £82,500 -8.33% 22
North East +49 1 £55,000 +91.30%

Pandas
Co-occurring Skills and Capabilities by Category

The follow tables expand on the table above by listing co-occurrences grouped by category. The same employment type, locality and period is covered with up to 20 co-occurrences shown in each of the following categories:

Application Platforms
1 84 (37.50%) Apache Airflow
2 68 (30.36%) Apache
3 25 (11.16%) Apache Spark
4 8 (3.57%) Jupyter
5 5 (2.23%) Luigi
6 3 (1.34%) Tornado
7 2 (0.89%) Confluence
Applications
1 4 (1.79%) Microsoft Excel
2 2 (0.89%) InDesign
2 2 (0.89%) Spreadsheet
3 1 (0.45%) Microsoft PowerPoint
Cloud Services
1 115 (51.34%) AWS
2 85 (37.95%) GCP
3 59 (26.34%) dbt
4 36 (16.07%) Azure
5 25 (11.16%) Power Platform
6 11 (4.91%) Azure DevOps
7 10 (4.46%) Dagster
8 9 (4.02%) Serverless
9 8 (3.57%) Snowflake
10 7 (3.13%) AWS Lambda
11 5 (2.23%) Amazon S3
11 5 (2.23%) GitHub
11 5 (2.23%) Google Analytics
12 4 (1.79%) Amazon ECS
12 4 (1.79%) Azure Data Factory
12 4 (1.79%) Cloud Computing
13 3 (1.34%) Amazon EC2
13 3 (1.34%) Amazon SQS
13 3 (1.34%) Fivetran
13 3 (1.34%) SaaS
Communications & Networking
1 5 (2.23%) Internet
2 3 (1.34%) HTTP
3 1 (0.45%) FTP
Database & Business Intelligence
1 53 (23.66%) Amazon Athena
2 52 (23.21%) Apache Arrow
2 52 (23.21%) Dremio
3 50 (22.32%) Apache Ignite
4 33 (14.73%) Big Data
5 25 (11.16%) Power BI
6 24 (10.71%) NoSQL
7 23 (10.27%) Tableau
8 18 (8.04%) Relational Database
9 13 (5.80%) PostgreSQL
9 13 (5.80%) SQL Server
10 12 (5.36%) Data Warehouse
11 10 (4.46%) Metadata
12 8 (3.57%) BigQuery
13 6 (2.68%) Delta Lake
13 6 (2.68%) MongoDB
13 6 (2.68%) Power Query
13 6 (2.68%) RDBMS
14 5 (2.23%) Bigtable
14 5 (2.23%) Elasticsearch
Development Applications
1 19 (8.48%) Git
2 2 (0.89%) GitLab
2 2 (0.89%) Jenkins
2 2 (0.89%) JIRA
3 1 (0.45%) CircleCI
3 1 (0.45%) Cucumber
3 1 (0.45%) Selenium
General
1 119 (53.13%) Finance
2 66 (29.46%) Front Office
3 65 (29.02%) Banking
4 55 (24.55%) Investment Banking
5 41 (18.30%) Social Skills
6 22 (9.82%) Analytical Skills
6 22 (9.82%) Inclusion and Diversity
7 9 (4.02%) Marketing
8 6 (2.68%) Public Sector
9 5 (2.23%) Games
9 5 (2.23%) Law
10 4 (1.79%) Presentation Skills
11 3 (1.34%) Advertising
11 3 (1.34%) Manufacturing
11 3 (1.34%) Publishing
12 2 (0.89%) Financial Institution
12 2 (0.89%) Legal
12 2 (0.89%) Organisational Skills
13 1 (0.45%) Back Office
13 1 (0.45%) Electronics
Job Titles
1 92 (41.07%) Developer
2 70 (31.25%) Data Engineer
3 58 (25.89%) Developer/Software Engineer
3 58 (25.89%) Software Engineer
4 53 (23.66%) AWS Engineer
5 52 (23.21%) AWS Developer
5 52 (23.21%) AWS Software Engineer
5 52 (23.21%) Python Developer
6 40 (17.86%) Senior
7 39 (17.41%) Data Scientist
8 32 (14.29%) Python Engineer
9 23 (10.27%) Senior Data Engineer
10 22 (9.82%) Python Software Engineer
11 20 (8.93%) Java Developer
12 19 (8.48%) Java Engineer
12 19 (8.48%) Java Software Developer
12 19 (8.48%) Java Software Engineer
13 18 (8.04%) Analyst
13 18 (8.04%) Software Developer
14 13 (5.80%) Data Analyst
Libraries, Frameworks & Software Standards
1 129 (57.59%) NumPy
2 58 (25.89%) gRPC
2 58 (25.89%) Protocol Buffers
3 56 (25.00%) SciPy
4 42 (18.75%) scikit-learn
5 33 (14.73%) PyTorch
6 23 (10.27%) TensorFlow
7 17 (7.59%) PySpark
8 15 (6.70%) HTML
8 15 (6.70%) Kafka
9 12 (5.36%) Flask
9 12 (5.36%) JSON
9 12 (5.36%) XML
10 11 (4.91%) AngularJS
11 10 (4.46%) .NET
11 10 (4.46%) Great Expectations
11 10 (4.46%) Matplotlib
12 9 (4.02%) XGBoost
13 8 (3.57%) Plotly
14 7 (3.13%) React
Miscellaneous
1 38 (16.96%) Algorithms
2 15 (6.70%) Data Structures
3 14 (6.25%) Cyberattack
3 14 (6.25%) Equities
4 13 (5.80%) Foreign Exchange (FX)
5 11 (4.91%) Derivative
6 10 (4.46%) Hedge funds
7 8 (3.57%) Fixed Income
7 8 (3.57%) IoT
8 7 (3.13%) Reinsurance
9 6 (2.68%) Renewable Energy
10 3 (1.34%) Distributed Computing
10 3 (1.34%) Linux Command Line
11 2 (0.89%) Client/Server
11 2 (0.89%) Cloud Native
11 2 (0.89%) Market Risk
11 2 (0.89%) Product Ownership
11 2 (0.89%) Smart City
12 1 (0.45%) Clustering
12 1 (0.45%) Data Protection Act
Operating Systems
1 11 (4.91%) Linux
2 3 (1.34%) Unix
Processes & Methodologies
1 119 (53.13%) Analytics
2 89 (39.73%) Data Science
3 85 (37.95%) Software Engineering
4 76 (33.93%) Agile
5 61 (27.23%) Machine Learning
6 59 (26.34%) Asset Management
7 51 (22.77%) Data Architecture
7 51 (22.77%) Visualisation
8 49 (21.88%) Data Pipeline
9 46 (20.54%) Computer Science
10 44 (19.64%) Mathematics
10 44 (19.64%) Problem-Solving
11 43 (19.20%) Data Engineering
12 32 (14.29%) Data Visualisation
13 31 (13.84%) Data Analysis
14 30 (13.39%) Artificial Intelligence
14 30 (13.39%) Validation
15 27 (12.05%) Data Ingestion
16 26 (11.61%) DevOps
17 25 (11.16%) ETL
Programming Languages
1 223 (99.55%) Python
2 94 (41.96%) SQL
3 65 (29.02%) Java
4 61 (27.23%) TypeScript
5 58 (25.89%) JavaScript
6 25 (11.16%) C#
7 20 (8.93%) Scala
8 17 (7.59%) Ruby
9 14 (6.25%) R
10 10 (4.46%) VB
11 4 (1.79%) C++
12 3 (1.34%) Shell Script
13 2 (0.89%) C
14 1 (0.45%) Bash
14 1 (0.45%) Data Analysis Expressions
14 1 (0.45%) Gremlin
14 1 (0.45%) Kotlin
14 1 (0.45%) MATLAB
14 1 (0.45%) T-SQL
14 1 (0.45%) VBA
Qualifications
1 49 (21.88%) Degree
2 20 (8.93%) Master's Degree
3 17 (7.59%) Computer Science Degree
4 16 (7.14%) Security Cleared
5 15 (6.70%) Numerate Degree
6 14 (6.25%) DV Cleared
7 4 (1.79%) PhD
8 2 (0.89%) DBS Check
8 2 (0.89%) SC Cleared
9 1 (0.45%) Azure Certification
Quality Assurance & Compliance
1 9 (4.02%) Data Quality
2 1 (0.45%) QA
System Software
1 42 (18.75%) Docker
Systems Management
1 16 (7.14%) Kubernetes
2 4 (1.79%) Terraform
3 2 (0.89%) Grafana
3 2 (0.89%) Prometheus
4 1 (0.45%) Kibana
4 1 (0.45%) logstash
Vendors
1 14 (6.25%) Google
2 10 (4.46%) Alteryx
2 10 (4.46%) Databricks
2 10 (4.46%) Oracle
3 9 (4.02%) Atlassian
4 6 (2.68%) Splunk
5 2 (0.89%) Adobe
5 2 (0.89%) Dataiku
6 1 (0.45%) Microsoft
6 1 (0.45%) Sage
6 1 (0.45%) SAP