Monthly night light over your programme settlements.

A radiance layer, an anomaly table and a programme rollup, for the stretch between household surveys.

Spec

Platform
coarse-resolution satellite
Resolution (GSD)
250 m or coarser
Spectral
panchromatic
Cadence
monthly
Thermal
none
Delivery unit
settlement, by the boundaries you supply
Formats
GeoPackage, CSV
Measures
night-light radiance, a proxy and not a connection count

The files

Deliverable
Monthly radiance layer
Format
GeoPackage
What's in it
One feature per settlement in your programme area. Each month adds a radiance value, with the date of the night pass it came from and a flag where cloud or moonlight made that month unreliable. Updated monthly, with the months before your project started included as a baseline.
Cadence
Monthly
Deliverable
Radiance-anomaly table
Format
CSV
What's in it
One row per settlement per month. Columns hold the radiance, the change against the previous month, and the change against the same settlement's earlier months. Settlements that moved are flagged, so the economist can sort to the ones that lit up, and to the ones that stayed dark after a milestone said they should not have.
Cadence
Monthly
Deliverable
Programme rollup
Format
CSV
What's in it
Radiance summed and averaged across the programme area and its districts, month by month. Shaped to drop into a results framework or a supervision report as a proxy indicator, next to the survey-based numbers.
Cadence
Monthly

How it works

  1. 01In

    Supply the settlements

    A boundary file or a list of settlements for the programme area, and the month your project started.

  2. 02Process

    We pull the night passes

    Each month we collect the panchromatic night passes over your area and keep the clearest usable one.

  3. 03Process

    We read each settlement

    Radiance is read inside each settlement footprint and compared with that settlement's own earlier months.

  4. 04Out

    You get the files

    The layer, the anomaly table and the rollup, in formats that open in a spreadsheet, R, Stata, QGIS or ArcGIS.

Limits

These are the conditions that change what a month's reading means. Cloud and moonlight are flagged in the delivery.

Condition
Proxy, not a count
Effect on the reading
Light tracks grid extension and economic activity. It does not count connections, and it cannot tell a household on the grid from a household with a generator or solar lantern next door.
Condition
250 m is the floor
Effect on the reading
A settlement has to cover several pixels to read.
In the delivery
Small hamlets and individual connections fall below that and do not show.
Condition
Cloud and moonlight
Effect on the reading
Cloud hides the ground and moonlight lifts the background, so a single month can read low or high for reasons that have nothing to do with the grid.
In the delivery
Flagged months are marked, not smoothed.
Condition
Overpass timing
Effect on the reading
The satellite passes at one time of night. Lights that are switched off before that pass, such as street lighting on a schedule, do not appear in that month.
Condition
Light is not only electrification
Effect on the reading
Gas flares, fishing fleets, fires, new commercial lighting and mines all add light.
In the delivery
A rise in radiance is a prompt to look, not a finding that a financed line caused it.
Condition
Monthly is a target
Effect on the reading
The reading for a month is the clearest usable night pass in it.
In the delivery
Some months have no usable pass and show as gaps.

Why this exists

Between household surveys the economist is reading a contractor's certificate of completion and national statistics that lag by years. The results framework asks whether new areas are lit at the milestone, and the last look at the ground may be a supervision mission some time back. A monthly light series over the financed settlements gives you something to put beside the baseline, before the endline survey confirms or contradicts it.

A hillside village with a distribution line running in on wooden poles, at dusk
Scenery: a hillside village on a pole line

Who it's for

For

  • Portfolio economists and results-framework owners at development banks, tracking financed grid extension.
  • Monitoring and evaluation teams that want a monthly proxy to read between disbursement milestones and the next survey.

Not for

  • Teams that need an electrification rate or a household connection count. That takes a survey.
  • Teams that want to predict poverty or score impact from light.
  • Mini-grid or off-grid projects serving hamlets smaller than the pixel.
  • Teams that want a live feed. The cadence is monthly.

Questions from the monitoring team

Is night-light intensity the same as an electrification rate?

No. It is a light-based proxy that tends to move with grid extension. It is not a connection count and the page never gives you one.

What does 250 m resolution miss?

Individual household connections and small hamlets. The reading is at settlement scale, so a village that covers only a pixel or two is a weak signal.

Can this replace a household survey?

No. It is a monthly proxy between formal surveys. The endline still tells you what households have.

What causes false negatives?

Cloud, moonlight and overpass timing can suppress a single month's reading. Those months are flagged in the layer so you can discount them.

How current is monthly?

The clearest usable night pass in that month. It is not a live feed.

Can we check it against our own survey data?

Yes. The settlement table keys on the IDs you supply, so you can join it to your baseline survey and compare change over the same period. Tell us where your ground truth sits when the project is scoped.

Who owns the files you deliver?

Use and ownership terms for the delivered files are written into the contract before work starts. The public satellite archives behind the layer keep their own licences.

How is it priced, and how do we buy it?

Each programme area is scoped and quoted on its own: the number of settlements, the history you want and the months going forward. You get a written scope to take through the bank's procurement.

Put the radiance series in your next supervision report.

Send the settlement list and we will tell you what the record looks like for your area.

Start a project