Energy Data Analytics · Swansea
Energy Data Analytics in Swansea
Analytics on consumption and generation data for Swansea energy businesses. The commercially important property here is that forecast error is not symmetric — being short costs differently from being long, and at different times of day — so a model tuned to minimise average error can be worse in money than one that is worse on paper.
Why this comes up
The problem
There is a dashboard showing yesterday's consumption, and no view of the exposure the position creates tomorrow.
What you get
What we deliver
- Forecasts evaluated on cost of error rather than on accuracy alone
- Half-hourly granularity handled properly, including clock changes
- Weather brought in, since it explains most of the variation you care about
- Anomalies distinguished from meter faults, which look similar in the data
- Portfolio views that aggregate without hiding the sites driving the risk
- Privacy considered where consumption patterns identify a household
Want this scoped for your business in Swansea?
Thirty minutes, no charge, no sales script. You leave with a written summary of what energy data analytics would actually involve — whether or not you use us.
Working in Swansea
Wales
Swansea combines a large university and health board presence with a coastal tourism economy, and Welsh-language provision is a practical requirement on public-facing work rather than an optional extra.
Bilingual public-facing systems for institutional clients, and seasonal booking for the Gower tourism trade.
Sectors we work with in Swansea
- Higher Education
- Healthcare
- Manufacturing
- Tourism
- Public Sector
What we work with
Technologies and platforms
- Python
- TimescaleDB
- dbt
- Power BI
Who we work with
Industries we serve
- Energy suppliers
- Renewables
- Energy traders
- Large energy users
- Utilities
Why us
Why Swansea businesses choose Asionis
- Projects typically launched within 4–8 weeks
- No long-term contracts required
- All team members UK-based
- Dedicated account manager and development team
- Transparent reporting with monthly performance metrics
- Scalable from startup to enterprise
How we work
- Step 1
Free consultation
A 30-minute call to understand the problem. You keep the written summary either way.
- Step 2
Proposal
Scope, timeline and a fixed price, in writing, before anything starts.
- Step 3
Build
Short cycles with regular check-ins, so you see progress rather than hear about it.
- Step 4
Launch and support
We handle the go-live and stay available afterwards.
Other services in Swansea
Looking for the full picture? See our Energy Data Analytics services, everything we do in Swansea or browse everything we do.
Energy Data Analytics in Swansea — common questions
- Why does asymmetric error matter?
- Because imbalance is priced, and the price differs by direction and by period. A forecast that is consistently slightly long may cost far less than one that is occasionally very short, so optimising the model against pounds rather than percentage error changes what you build.
- What breaks with half-hourly data?
- The clock changes. Two days a year have forty-six or fifty periods, and pipelines built on the assumption of forty-eight fail quietly on those days — usually by dropping or duplicating an hour that then propagates into settlement and reporting.
- How do we tell a fault from real behaviour?
- By pattern rather than by threshold. A meter reading zero could be a closed site or a dead device, and the distinction usually lies in what the surrounding periods and comparable sites did. Alerting on value alone produces noise nobody acts on.
- Is aggregated data safe to share?
- It depends how small the group is. Aggregation over a handful of sites can still identify individual behaviour, particularly where one large consumer dominates, so a minimum group size and a check on dominance should be part of how the data is published.
- Do you work with businesses across Swansea?
- Yes. We are based in Leicester, United Kingdom and work with clients throughout Wales, including Swansea and the surrounding Swansea area. Most collaboration happens remotely, and we travel for kick-offs and key milestones.
- What kind of Swansea businesses do you usually work with?
- Bilingual public-facing systems for institutional clients, and seasonal booking for the Gower tourism trade. Beyond that we work across Higher Education, Healthcare, Manufacturing, Tourism and Public Sector.
- Do you cover the areas around Swansea?
- Yes — we work throughout Wales, including Cardiff, Newport. Swansea is an urban area of roughly 240,000+, and we take on work across the wider Swansea region rather than the city boundary alone.
Talk to us about Energy Data Analytics in Swansea
A 30-minute call with someone who would actually work on it. No sales script, no obligation.
- Projects typically launched within 4–8 weeks
- No long-term contracts required
- All team members UK-based
- Dedicated account manager and development team
- Transparent reporting with monthly performance metrics
- Scalable from startup to enterprise