Nursing-Room Facilities — Analytics
Derived analytics on top of data/nursing_rooms_summary.json, joined to mall-level store data from the shopping pipeline. 45 of 57 nursing-data malls join to the store registry; only those are charted here.
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⚠️ Important — read before interpreting any chart on this page
Every number here describes only what was discoverable through public digital channels (operator websites and community blogs) at the time of our snapshot. It is not a measurement of the underlying facilities.
In particular:
- A mall showing few rooms, low coverage, or no capacity in our data may have more rooms, better coverage, and published capacity on physical signage at the mall itself — we simply could not see it through digital channels.
- A column or row showing a blank, low value, or no operator-published data online is not a comment on the mall, the operator, or the facility quality. It reflects what the operator chose to publish digitally, which varies widely for reasons unrelated to room provision.
- None of this page is a ranking, a scorecard, an audit, or a recommendation. It is a descriptive view of an open dataset built from publicly-available sources.
If you are an operator and any of this data is out of date or incomplete, please get in touch — we will update with a citation. Treat the entire page through this lens.
1. Normalised provision — rooms per shop, not raw counts
Raw room counts favour big malls. Per-shop normalisation makes provision visible in context. The right-hand column shows, for each mall, how many of its retail floors had at least one nursing room when we last looked online. Reads as the dataset only — see top-of-page caveat.
2. Floor-coverage gap
For each mall where we have both nursing-room and store-level data, the share of retail floors with at least one nursing room that we could find online. Higher coloured bars = more floors covered in the data; shorter bars do not mean fewer rooms physically exist — only that fewer were surfaced through digital channels at the time of our snapshot. See top-of-page caveat.
3. Family-friendly composite — top 25
A simple sum-of-four-signals view a parent might find useful when shortlisting malls, each capped so a single outlier doesn’t dominate:
- Nursing rooms — total rooms in the dataset, capped at 10
- Kids stores — shops in the Kids & Children scope, capped at 12
- Halal F&B share — share of F&B that’s halal-certified, capped at 50%
- Supermarket on-site — FairPrice / Cold Storage / Don Don Donki etc. present
Each component scales 0–1; the composite is just the sum (so 4.0 is the theoretical max). Hover a bar for the underlying numbers. Built entirely from data discoverable online — see top-of-page caveat.
Methodology note — this is intentionally a thin ranking, not a recommendation. Real “family-friendly” judgement depends on stroller access, playground proximity, breastfeeding-friendly seating, change-table location and many other things — none of which we can scrape. Treat this as a first-pass shortlist drawn from public digital sources, not a verdict on any mall.
4. By owner group — what the dataset shows at the portfolio level
The per-mall figures above, rolled up to the owner level. This is a view of what’s catalogued in the dataset, not a comparison or ranking of operators against each other. Owners are shown if they have ≥2 malls with any nursing-room data in the catalogue.
Please read this section as a description of the dataset, not of the operators. Low numbers in any column reflect what’s discoverable through public digital channels at the time of our snapshot — not the underlying facilities. The “% with operator-published data online” column in particular only measures whether we found a facility page on the operator’s public website; many operators publish the same information at the mall itself or through customer-service channels we cannot scrape. See top-of-page caveat.
The walking-distance column shows values only where the mall makes per-floor coordinate data publicly available. Most other operators have their own perfectly good in-mall navigation that simply isn’t published in a form we can read from outside — a blank here is not a comment on the mall.
5. Information availability — capacity (a note, not a critique)
A small note on data completeness rather than facility quality. The summary shows that 9 of 57 malls publish nursing-room capacity on their public website or app. The remaining 48 may well display capacity on physical signage at the room itself — we simply can’t see it through digital channels, so we record it as null rather than guess. This chart is not about whether capacity exists; only about whether it was discoverable online.
If you’re an operator and your capacity is published somewhere we missed, please get in touch — we’ll update the record with a citation.
Caveats applicable to the whole page
- The blanket “discoverable digitally” caveat at the top of the page applies to every chart, every column, and every row below it. Nothing here is an audit of physical facilities.
- Mall-name joins are normalised (lowercase, strip punctuation) — a couple of edge-case malls (Parkway Parade, NEX, Compass One etc.) appear in the nursing dataset via community-curated sources but are not in the shopping registry, so they’re absent from charts 1–3.
- Composite cap thresholds (10 rooms, 12 kids stores, 50% halal share) are judgement calls — change them and the ranking shifts. Don’t read too much into individual positions.
- Source-confidence mixing — the table treats operator-verified and community-curated counts identically. The field exists on every row in the underlying summary, so you can re-filter; we did not pre-filter because community sources are sometimes the only available signal.
- No warranty — data is provided as-is, reflecting public sources at the time of capture. Operators are welcome to contact us with corrections; we will update with citations.