Period
to

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 27 June 2022 with a comparison to the same period in the previous 2 years.

Pandas
England > London
6 months to
27 Jun 2022
Same period 2021 Same period 2020
Rank 349 438 379
Rank change year-on-year +89 -59 +111
Permanent jobs citing Pandas 810 221 209
As % of all permanent jobs advertised in London 1.08% 0.54% 0.63%
As % of the Libraries, Frameworks & Software Standards category 2.36% 1.15% 1.55%
Number of salaries quoted 365 133 172
10th Percentile £52,500 £47,500 £50,125
25th Percentile £72,500 £58,750 £57,500
Median annual salary (50th Percentile) £92,500 £75,000 £75,000
Median % change year-on-year +23.33% - +3.45%
75th Percentile £122,500 £92,500 £100,000
90th Percentile £142,500 £135,000 £107,375
England median annual salary £90,000 £70,000 £72,500
% change year-on-year +28.57% -3.45% +6.77%

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 34,291 19,203 13,476
As % of all permanent IT jobs advertised in London 45.56% 47.03% 40.79%
Number of salaries quoted 12,775 11,874 11,233
10th Percentile £47,500 £45,000 £43,750
25th Percentile £57,500 £55,000 £53,750
Median annual salary (50th Percentile) £75,000 £70,625 £70,000
Median % change year-on-year +6.19% +0.89% +5.26%
75th Percentile £95,000 £90,000 £87,500
90th Percentile £115,000 £107,125 £105,000
England median annual salary £65,000 £57,500 £56,500
% change year-on-year +13.04% +1.77% +7.62%

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 27 June 2022.

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 27 June 2022. 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
Central London -36 25 £65,000 -23.53% 7
East London - 3 £80,000 - 1
West London - 1 £50,000 -
Pandas
England

For the 6 months to 27 June 2022, 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.

1 798 (98.52%) Python
2 514 (63.46%) NumPy
3 511 (63.09%) SQL
4 453 (55.93%) Data Science
5 433 (53.46%) Analytics
6 385 (47.53%) Software Engineering
7 368 (45.43%) AWS
8 365 (45.06%) Machine Learning
9 348 (42.96%) Finance
10 295 (36.42%) scikit-learn
11 272 (33.58%) Agile
12 230 (28.40%) GCP
13 203 (25.06%) SciPy
14 196 (24.20%) Data Engineering
15 189 (23.33%) TensorFlow
16 188 (23.21%) Artificial Intelligence
17 185 (22.84%) Visualisation
18 181 (22.35%) Docker
19 169 (20.86%) Computer Science
20 162 (20.00%) ETL
21 153 (18.89%) Analytical Skills
22 152 (18.77%) Algorithms
22 152 (18.77%) CI/CD
23 148 (18.27%) Kubernetes
24 145 (17.90%) PostgreSQL
25 144 (17.78%) Azure
26 143 (17.65%) Social Skills
27 136 (16.79%) Mathematics
27 136 (16.79%) Equities
28 131 (16.17%) Data Analysis

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
1 123 (15.19%) Apache Spark
2 106 (13.09%) Apache Airflow
3 98 (12.10%) Jupyter
4 66 (8.15%) Apache
5 19 (2.35%) Confluence
6 16 (1.98%) Gunicorn
7 14 (1.73%) Luigi
8 12 (1.48%) Tornado
9 4 (0.49%) nginx
10 1 (0.12%) Apache Synapse
Applications
1 13 (1.60%) Spreadsheet
2 10 (1.23%) Stata
3 9 (1.11%) Microsoft Excel
3 9 (1.11%) SPSS
4 2 (0.25%) Microsoft PowerPoint
5 1 (0.12%) CPLEX
Cloud Services
1 368 (45.43%) AWS
2 230 (28.40%) GCP
3 144 (17.78%) Azure
4 80 (9.88%) Amazon SageMaker
5 76 (9.38%) Amazon S3
6 68 (8.40%) Power Platform
7 62 (7.65%) GitHub
8 54 (6.67%) SaaS
9 44 (5.43%) Amazon EC2
10 42 (5.19%) Serverless
11 39 (4.81%) Cloud Computing
12 35 (4.32%) Amazon ECS
12 35 (4.32%) AWS Lambda
12 35 (4.32%) Snowflake
13 29 (3.58%) Akamai
13 29 (3.58%) Amazon CloudWatch
13 29 (3.58%) Fastly
13 29 (3.58%) Virtual Private Cloud
14 21 (2.59%) GitHub Actions
14 21 (2.59%) Pulumi
Communications & Networking
1 8 (0.99%) FTP
2 7 (0.86%) HTTP
3 5 (0.62%) Internet
4 2 (0.25%) PPP
4 2 (0.25%) SSH
Database & Business Intelligence
1 145 (17.90%) PostgreSQL
2 90 (11.11%) Big Data
3 89 (10.99%) Tableau
4 80 (9.88%) BigQuery
5 73 (9.01%) NoSQL
6 68 (8.40%) Power BI
7 54 (6.67%) MySQL
8 42 (5.19%) Data Warehouse
9 41 (5.06%) Relational Database
10 37 (4.57%) Elasticsearch
10 37 (4.57%) Redis
11 33 (4.07%) Looker
11 33 (4.07%) MongoDB
12 29 (3.58%) Amazon Athena
13 21 (2.59%) Parquet
14 20 (2.47%) Amazon RDS
15 19 (2.35%) Hadoop
15 19 (2.35%) RDBMS
16 18 (2.22%) Amazon Redshift
16 18 (2.22%) Data Mining
Development Applications
1 122 (15.06%) Git (software)
2 33 (4.07%) JIRA
3 21 (2.59%) GitLab
4 16 (1.98%) Bitbucket
4 16 (1.98%) webpack
5 14 (1.73%) Jenkins
5 14 (1.73%) MLflow
6 13 (1.60%) CircleCI
7 12 (1.48%) Selenium
8 10 (1.23%) Travis CI
9 6 (0.74%) Visual Studio
10 5 (0.62%) Cypress.io
11 4 (0.49%) Mocha
12 2 (0.25%) PyUnit
13 1 (0.12%) IBM UrbanCode
13 1 (0.12%) Maven
13 1 (0.12%) Snakemake
13 1 (0.12%) Subversion
13 1 (0.12%) Visual Studio Code
General
1 348 (42.96%) Finance
2 153 (18.89%) Analytical Skills
3 143 (17.65%) Social Skills
4 104 (12.84%) Front Office
5 58 (7.16%) Retail
6 52 (6.42%) Marketing
7 38 (4.69%) Banking
8 29 (3.58%) Games
9 24 (2.96%) Advertising
10 22 (2.72%) Telecoms
11 21 (2.59%) Back Office
11 21 (2.59%) Prime Brokerage
12 17 (2.10%) Automotive
13 15 (1.85%) Inclusion and Diversity
13 15 (1.85%) Public Sector
14 10 (1.23%) Electronics
14 10 (1.23%) Manufacturing
14 10 (1.23%) Organisational Skills
15 9 (1.11%) Financial Institution
16 7 (0.86%) Law
Job Titles
1 251 (30.99%) Developer
2 229 (28.27%) Python Developer
3 177 (21.85%) Data Scientist
4 173 (21.36%) Software Engineer
5 170 (20.99%) Python Engineer
6 135 (16.67%) Python Software Engineer
7 103 (12.72%) Data Engineer
8 100 (12.35%) Developer/Software Engineer
9 90 (11.11%) Senior Data Scientist
10 64 (7.90%) Senior Developer
11 60 (7.41%) Senior Python Developer
12 54 (6.67%) AWS Engineer
13 53 (6.54%) AWS Developer
13 53 (6.54%) AWS Software Engineer
14 50 (6.17%) Analyst
14 50 (6.17%) Senior Software Engineer
15 43 (5.31%) Data Analyst
16 27 (3.33%) Technical Leader
17 23 (2.84%) Senior Software Developer
18 18 (2.22%) Junior
Libraries, Frameworks & Software Standards
1 514 (63.46%) NumPy
2 295 (36.42%) scikit-learn
3 203 (25.06%) SciPy
4 189 (23.33%) TensorFlow
5 130 (16.05%) React
6 99 (12.22%) Keras
6 99 (12.22%) Matplotlib
7 97 (11.98%) Kafka
8 93 (11.48%) PyTorch
9 61 (7.53%) Flask
10 59 (7.28%) PySpark
11 57 (7.04%) Django
12 51 (6.30%) Akka
13 50 (6.17%) D3.js
14 43 (5.31%) GraphQL
15 41 (5.06%) Spark Streaming
16 37 (4.57%) HTML
17 32 (3.95%) FastAPI
18 29 (3.58%) Elastic Stack
19 26 (3.21%) SQLAlchemy
Miscellaneous
1 152 (18.77%) Algorithms
2 136 (16.79%) Equities
3 124 (15.31%) Hedge funds
4 94 (11.60%) Derivative
5 50 (6.17%) Data Structures
5 50 (6.17%) Fixed Income
6 44 (5.43%) Foreign Exchange (FX)
7 43 (5.31%) User Experience
8 29 (3.58%) Digital Media
9 25 (3.09%) IoT
10 23 (2.84%) Public Cloud
11 21 (2.59%) FMCG
12 19 (2.35%) Reference Data
13 18 (2.22%) Credit Risk
13 18 (2.22%) Greenfield Project
14 17 (2.10%) Self-Motivation
15 16 (1.98%) Renewable Energy
16 14 (1.73%) Clustering
16 14 (1.73%) Legacy Systems
17 11 (1.36%) Social Media
Operating Systems
1 126 (15.56%) Linux
2 23 (2.84%) Unix
3 2 (0.25%) Alpine Linux
4 1 (0.12%) MVS
4 1 (0.12%) Windows
Processes & Methodologies
1 453 (55.93%) Data Science
2 433 (53.46%) Analytics
3 385 (47.53%) Software Engineering
4 365 (45.06%) Machine Learning
5 272 (33.58%) Agile
6 196 (24.20%) Data Engineering
7 188 (23.21%) Artificial Intelligence
8 185 (22.84%) Visualisation
9 169 (20.86%) Computer Science
10 162 (20.00%) ETL
11 152 (18.77%) CI/CD
12 136 (16.79%) Mathematics
13 131 (16.17%) Data Analysis
14 124 (15.31%) Fintech
15 113 (13.95%) Asset Management
16 112 (13.83%) Data Analytics
17 108 (13.33%) Investment Management
17 108 (13.33%) Statistics
18 105 (12.96%) Data Pipeline
19 102 (12.59%) Problem-Solving
Programming Languages
1 798 (98.52%) Python
2 511 (63.09%) SQL
3 126 (15.56%) Java
4 116 (14.32%) JavaScript
5 79 (9.75%) C++
6 66 (8.15%) TypeScript
7 58 (7.16%) R
8 48 (5.93%) Bash
8 48 (5.93%) Scala
9 46 (5.68%) C
10 41 (5.06%) Ruby
11 35 (4.32%) MATLAB
12 20 (2.47%) C#
13 17 (2.10%) Go
14 16 (1.98%) LookML
15 8 (0.99%) Shell Script
16 4 (0.49%) Kotlin
17 3 (0.37%) Ada
17 3 (0.37%) PL/SQL
17 3 (0.37%) XPath
Qualifications
1 118 (14.57%) Degree
2 58 (7.16%) PhD
3 27 (3.33%) Computer Science Degree
4 13 (1.60%) Master's Degree
5 4 (0.49%) BPSS Clearance
6 3 (0.37%) AWS Certification
7 2 (0.25%) Numerate Degree
7 2 (0.25%) SC Cleared
7 2 (0.25%) Security Cleared
Quality Assurance & Compliance
1 30 (3.70%) Data Quality
2 11 (1.36%) Accessibility
3 5 (0.62%) GDPR
3 5 (0.62%) HIPAA
3 5 (0.62%) SOC 2
4 2 (0.25%) SLA
5 1 (0.12%) QA
System Software
1 181 (22.35%) Docker
2 1 (0.12%) HDFS
Systems Management
1 148 (18.27%) Kubernetes
2 71 (8.77%) Terraform
3 56 (6.91%) Ansible
4 35 (4.32%) Prometheus
5 16 (1.98%) Puppet
6 10 (1.23%) Kubeflow
7 9 (1.11%) Argo
8 1 (0.12%) Control-M
8 1 (0.12%) Istio
8 1 (0.12%) Rancher
Vendors
1 65 (8.02%) Google
2 42 (5.19%) Databricks
3 29 (3.58%) AppDynamics
3 29 (3.58%) BT
3 29 (3.58%) Splunk
4 23 (2.84%) Microsoft
5 16 (1.98%) SaltStack
6 14 (1.73%) Bloomberg
7 12 (1.48%) Oracle
8 11 (1.36%) Zopa
9 7 (0.86%) CA
9 7 (0.86%) Samsung
10 5 (0.62%) PayPal
10 5 (0.62%) Salesforce.com
11 4 (0.49%) DataRobot
11 4 (0.49%) Intel
12 2 (0.25%) Cisco
12 2 (0.25%) Instagram
12 2 (0.25%) SAP
12 2 (0.25%) Sun