LSTM Contract Job Trends

Long Short-Term Memory (LSTM)
UK

The table below provides summary statistics and contractor rates for jobs requiring LSTM skills. It covers contract job vacancies from the 6 months leading up to 1 January 2026, with comparisons to the same periods in the previous two years.

6 months to
1 Jan 2026
Same period 2025 Same period 2024
Rank 580 535 589
Rank change year-on-year -45 +54 +195
Contract jobs citing LSTM 8 7 6
As % of all contract jobs in the UK 0.022% 0.021% 0.014%
As % of the Processes & Methodologies category 0.024% 0.024% 0.016%
Number of daily rates quoted 7 7 6
10th Percentile £624 £690 -
25th Percentile £713 £725 £725
Median daily rate (50th Percentile) £725 £750 £750
Median % change year-on-year -3.33% - -
75th Percentile £738 £775 £775
90th Percentile - £790 -
UK excluding London median daily rate - - £750

All Process & 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 32,670 29,303 37,803
As % of all contract IT jobs advertised in the UK 88.06% 88.34% 87.98%
Number of daily rates quoted 20,630 17,837 25,180
10th Percentile £304 £308 £306
25th Percentile £406 £413 £419
Median daily rate (50th Percentile) £500 £525 £525
Median % change year-on-year -4.76% - -4.55%
75th Percentile £615 £638 £650
90th Percentile £725 £738 £743
UK excluding London median daily rate £475 £500 £500
% change year-on-year -5.00% - -
Number of hourly rates quoted 2,024 946 1,523
10th Percentile £14.61 £15.62 £14.25
25th Percentile £17.69 £20.30 £18.98
Median hourly rate £25.15 £32.50 £44.50
Median % change year-on-year -22.62% -26.97% +27.14%
75th Percentile £52.72 £62.50 £65.00
90th Percentile £69.25 £74.60 £77.50
UK excluding London median hourly rate £23.58 £30.45 £45.21
% change year-on-year -22.58% -32.65% +44.86%

LSTM
Job Vacancy Trend

Historical trend showing the proportion of contract IT job postings citing LSTM relative to all contract IT jobs advertised.

LSTM job vacancy trend in the UK

LSTM
Daily Rate Trend

Contractor daily rate distribution trend for jobs in the UK citing LSTM.

Contractor daily rate distribution trend for jobs in the UK citing LSTM

LSTM
Daily Rate Histogram

Daily rate distribution for jobs citing LSTM over the 6 months to 1 January 2026.

Daily rate histogram for LSTM in the UK

LSTM
Top 3 Contract Job 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 January 2026. 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
London -14 8 £725 -3.33% 3
England -40 8 £725 -3.33% 3
Work from Home -2 5 £725 -3.33%

LSTM
Co-Occurring Skills & Capabilities by Category

The following tables expand on the one above by listing co-occurrences grouped by category. They cover the same employment type, locality and period, with up to 20 co-occurrences shown in each category:

Application Platforms
1 6 (75.00%) Jupyter
2 2 (25.00%) Apache Spark
3 1 (12.50%) Apache Airflow
Cloud Services
1 6 (75.00%) Vertex AI
2 2 (25.00%) Amazon Bedrock
2 2 (25.00%) Amazon EMR
2 2 (25.00%) Amazon Kinesis
2 2 (25.00%) AWS
2 2 (25.00%) GCP
3 1 (12.50%) dbt
Database & Business Intelligence
1 2 (25.00%) Amazon Redshift
1 2 (25.00%) Big Data
1 2 (25.00%) Data Lake
1 2 (25.00%) Data Mining
1 2 (25.00%) Hadoop
General
1 5 (62.50%) Retail
Job Titles
1 5 (62.50%) Machine Learning Engineer
2 2 (25.00%) Artificial Intelligence Engineer
3 1 (12.50%) Data Engineer
3 1 (12.50%) Data Scientist
3 1 (12.50%) Senior
Libraries, Frameworks & Software Standards
1 8 (100.00%) Matplotlib
1 8 (100.00%) scikit-learn
1 8 (100.00%) XGBoost
2 4 (50.00%) Pandas
3 2 (25.00%) CrewAI
3 2 (25.00%) HTML
3 2 (25.00%) Keras
3 2 (25.00%) LangChain
3 2 (25.00%) LangGraph
3 2 (25.00%) NLTK
3 2 (25.00%) Node.js
3 2 (25.00%) NumPy
3 2 (25.00%) Plotly
3 2 (25.00%) PySpark
3 2 (25.00%) PyTorch
3 2 (25.00%) SciPy
3 2 (25.00%) Seaborn
3 2 (25.00%) TensorFlow
Miscellaneous
1 6 (75.00%) Algorithms
2 5 (62.50%) Data Structures
3 2 (25.00%) AI Agents
Processes & Methodologies
1 8 (100.00%) Deep Learning
1 8 (100.00%) Logistic Regression
1 8 (100.00%) Machine Learning
1 8 (100.00%) Natural Language Processing
1 8 (100.00%) Random Forest
2 6 (75.00%) Computer Science
2 6 (75.00%) Data Analysis
2 6 (75.00%) Data Science
2 6 (75.00%) Time Series Forecasting
2 6 (75.00%) Transfer Learning
3 5 (62.50%) Data Modelling
3 5 (62.50%) Software Architecture
4 4 (50.00%) AI
5 2 (25.00%) Convolutional Neural Network
5 2 (25.00%) Exploratory Data Analysis
5 2 (25.00%) Linear Regression
5 2 (25.00%) MapReduce
5 2 (25.00%) Multivariate Analysis
5 2 (25.00%) Predictive Modelling
5 2 (25.00%) Visualisation
Programming Languages
1 4 (50.00%) Python
1 4 (50.00%) SQL
2 2 (25.00%) Ada
2 2 (25.00%) C#
2 2 (25.00%) C++
2 2 (25.00%) Java
2 2 (25.00%) R
Qualifications
1 2 (25.00%) MCP
System Software
1 2 (25.00%) HDFS
Systems Management
1 1 (12.50%) Kubeflow
Vendors
1 2 (25.00%) Databricks
1 2 (25.00%) OpenAI
2 1 (12.50%) Google