LSTM Contracts

Long Short-Term Memory (LSTM)
UK

The table below provides summary statistics for contract job vacancies requiring LSTM skills. It includes a benchmarking guide to the contractor rates offered in vacancies that cited LSTM over the 6 months leading up to 1 May 2025, comparing them to the same period in the previous two years.

6 months to
1 May 2025
Same period 2024 Same period 2023
Rank 517 579 717
Rank change year-on-year +62 +138 +135
Contract jobs citing LSTM 3 3 1
As % of all contract jobs advertised in the UK 0.010% 0.007% 0.002%
As % of the Processes & Methodologies category 0.011% 0.008% 0.002%
Number of daily rates quoted 2 3 0
10th Percentile - - -
25th Percentile £725 £725 -
Median daily rate (50th Percentile) £750 £750 -
75th Percentile £775 £775 -
90th Percentile - - -
UK excluding London median daily rate - - -

All Process and Methodology Skills
UK

LSTM falls under the Processes and Methodologies category. For comparison with the information above, the following table provides summary statistics for all contract job vacancies requiring process or methodology skills.

Contract vacancies with a requirement for process or methodology skills 26,594 37,597 53,655
As % of all contract IT jobs advertised in the UK 90.84% 86.31% 89.91%
Number of daily rates quoted 17,149 24,227 37,238
10th Percentile £308 £300 £325
25th Percentile £413 £413 £438
Median daily rate (50th Percentile) £520 £525 £550
Median % change year-on-year -0.95% -4.55% +4.76%
75th Percentile £630 £638 £650
90th Percentile £743 £750 £750
UK excluding London median daily rate £483 £500 £500
% change year-on-year -3.50% - +5.26%
Number of hourly rates quoted 1,071 2,443 1,746
10th Percentile £14.41 £12.75 £11.00
25th Percentile £18.21 £16.00 £16.25
Median hourly rate £29.00 £35.65 £37.30
Median % change year-on-year -18.65% -4.42% +49.20%
75th Percentile £60.38 £59.98 £65.00
90th Percentile £75.00 £72.50 £75.00
UK excluding London median hourly rate £27.50 £37.34 £36.00
% change year-on-year -26.35% +3.72% +80.00%

LSTM
Job Vacancy Trend

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

Job vacancy trend for LSTM in the UK

LSTM
Contractor Daily Rate Trend

3-month moving average daily rate quoted in jobs citing LSTM.

Daily rate trend for LSTM in the UK

LSTM
Top 5 Contract Locations

The table below looks at the demand and provides a guide to the median contractor rates quoted in IT jobs citing LSTM within the UK over the 6 months to 1 May 2025. 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
Contract
IT Job Ads
Median
Daily Rate
Past 6 Months
Median Daily Rate
% Change
on Same Period
Last Year
Live
Jobs
England +57 3 £750 - 9
Work from Home +40 2 £750 - 1
London +37 2 £750 - 7
South East - 1 - -
UK excluding London - 1 - - 2

LSTM
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 2 (66.67%) Jupyter
2 1 (33.33%) Apache
2 1 (33.33%) Apache Spark
Cloud Services
1 2 (66.67%) Vertex AI
2 1 (33.33%) AWS
2 1 (33.33%) Azure
2 1 (33.33%) GCP
Database & Business Intelligence
1 1 (33.33%) Big Data
1 1 (33.33%) Hadoop
1 1 (33.33%) Relational Database
Development Applications
1 1 (33.33%) Git
General
1 2 (66.67%) Retail
2 1 (33.33%) Social Skills
Job Titles
1 2 (66.67%) Machine Learning Engineer
2 1 (33.33%) Data Scientist
Libraries, Frameworks & Software Standards
1 3 (100.00%) scikit-learn
1 3 (100.00%) XGBoost
2 2 (66.67%) Matplotlib
3 1 (33.33%) NumPy
3 1 (33.33%) Pandas
3 1 (33.33%) Prophet
3 1 (33.33%) TensorFlow
Miscellaneous
1 3 (100.00%) Algorithms
2 2 (66.67%) Data Structures
3 1 (33.33%) Distributed Computing
Processes & Methodologies
1 3 (100.00%) Data Science
1 3 (100.00%) Machine Learning
1 3 (100.00%) Time Series Forecasting
2 2 (66.67%) Business Forecasting
2 2 (66.67%) Computer Science
2 2 (66.67%) Data Analysis
2 2 (66.67%) Data Modelling
2 2 (66.67%) Deep Learning
2 2 (66.67%) Logistic Regression
2 2 (66.67%) Natural Language Processing
2 2 (66.67%) Random Forest
2 2 (66.67%) Software Architecture
2 2 (66.67%) Transfer Learning
3 1 (33.33%) Agile
3 1 (33.33%) Data Cleansing
3 1 (33.33%) Data Visualisation
3 1 (33.33%) Predictive Modelling
3 1 (33.33%) Statistical Modelling
3 1 (33.33%) Time Series Analysis
3 1 (33.33%) Visualisation
Programming Languages
1 1 (33.33%) Python
1 1 (33.33%) SQL
Vendors
1 1 (33.33%) Google