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KalQLater.

Trends, tested against reality.

Independent analysis built from public data.
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© 2026 KalQLaterPublic data. Visible sources. Reproducible calculations.
Independent public-data analysis

What’s trending.
What’s actually happening.

KalQLater starts with a question, checks it against public datasets, shows the calculations and publishes the parts of the story that survive the evidence.

Explore all researchRead our methodology
Public datasetsDownloadable dataReproducible calculations
Latest reality check
Money & Consumer · US Prices · 13 min read

Will You Get a Tariff Refund After the Supreme Court Ruling?

The Supreme Court killed IEEPA tariffs 6-3, and about $122B in refunds has been certified, but it goes to importers, not shoppers. Prices are unlikely to fall.

Read the analysis →

$122BRefunds certified
~$905Per household (if shared)
11.0%Tariff rate now
Just published

Newest reality checks

59 published analyses, newest first. Every article shows its sources, calculations and limitations.

02US Health Costs

ACA Open Enrollment 2027: How Much Are Marketplace Premiums Really Rising?

2027 Marketplace sticker prices are set to rise about 15% after a 26% benchmark jump in 2026, and with enhanced credits gone the 400% cliff is back.

15%Median 2027 rate request
+26%2026 benchmark rise
Read analysis →
03Consumer Spending

Are Black Friday 2026 Deals Real When Inflation Is 3.7%?

NRF forecasts a $1.013 trillion holiday season, but after 3.7% inflation real growth is about 0.5%, and Which? found 83% of Black Friday deals were matched at other times.

0.5%Real holiday growth
83%Deals matched elsewhere
Read analysis →
04Canada Immigration

Canada's 2027–2029 Immigration Levels Plan: Is the Door Closing?

Canada's 2027–2029 levels plan is due by 1 November. The notional 2027 target is 380,000 PRs, while temporary arrivals have been cut 43% since 2025.

380,0002027 PR target (notional)
6.65%Temp. residents share
Read analysis →
05Electric Vehicles

Canada's $5,000 EV Rebate: Which Cars Actually Qualify in 2026?

Canada's EV rebate pays up to $5,000 in 2026, but only on cars with a final price of $50,000 or less built outside China. It drops to $4,000 on 1 January 2027.

$5,000Max BEV rebate 2026
$50,000Price cap (FTV)
Read analysis →
06Germany Travel

Deutschlandticket 2027: Will the Price Rise Again, and Is It Still Worth It?

The Deutschlandticket rises to €66.80 in 2027, 36% above its €49 launch price. It still pays off from about 17 single trips a month in big cities.

€66.80Price 2027
€46.76Jobticket (25% subsidy)
Read analysis →
07Germany Money

German Pension Increase 2027 (Rentenerhöhung): How Much More, and What Else Changes?

German pensions are forecast to rise 4.4% in July 2027, about €66 a month on a €1,500 pension. Mütterrente III adds €21.26 per child, but only from 2028.

+4.4%2027 forecast
€42.52Rentenwert now
Read analysis →
08UAE Pay

UAE End-of-Service Savings Scheme vs Gratuity: Which Pays More?

The UAE’s voluntary savings scheme only beats gratuity through returns: on AED 10,000 basic, 10 years pays AED 84,960 at 0% vs AED 83,836 gratuity, but AED 106,947 at 5%.

5.83% / 8.33%Employer contribution
+27.6%10 yrs at 5% vs gratuity
Read analysis →
09AI Companies

Is OpenAI Really Worth $1.25 Trillion? What an OpenAI IPO Would Mean

OpenAI is reportedly raising at $1.25 trillion, about 25x its ~$50B revenue run rate, after losing $38.5B in 2025. We check the price against Big Tech.

$1.25TReported valuation
25xPrice/sales
Read analysis →
10UK Tax

Making Tax Digital 2027: Who Has to Sign Up, and What Changes From April?

From 6 April 2027, sole traders and landlords with over £30,000 of gross turnover in 2025-26 must report quarterly to HMRC. About 970,000 people join.

£30,000Threshold from Apr 2027
~970,000People joining
Read analysis →

Browse all 59 reality checks →

New · Park Pulse

When online attention explodes, do real visitors follow?

Park Pulse compares online interest with official National Park Service visitation data.

Explore Park Pulse →
Yosemite National Park
+221.6%online attention
versus
+2.4%recreation visits

Attention surged. Visits barely moved.

New · Salary Calculator

Is a bigger foreign salary actually a better financial life?

Compare a Dubai offer with rent, food, Indian EMI, family support, lifestyle and expected savings—not currency conversion alone.

Test a Dubai salary →
Available nowDubai / UAE

Personal salary targets · Stay-vs-move comparison · Move-ready fund

Explore Salary Calculator →
Research architecture

Explore by evidence silo

Each pillar contains sub-pillars and final research pages. We only expand a silo when there is enough reliable public data to make it useful.

Technology

Technology

AI, software, platforms and developer activity — tested against employment, adoption and usage data.

AI & SoftwarePlatforms & Adoption
→
Work

Jobs & Work

Employment, telework, skills and labour-market signals — compared with the story people are hearing.

Remote WorkLabour Market
→
Travel

Travel

Destination momentum, visitor arrivals and outbound travel — measured with official tourism statistics.

India OutboundDestination Momentum
→
Consumer

Money & Consumer

Prices, purchases, transport and adoption — where attention and actual consumer behaviour agree or diverge.

Electric VehiclesConsumer Adoption
→
How to read KalQLater

We separate the number from the story.

When two official sources disagree, we show the disagreement. When a chart cannot prove causation, we say so.

01Question firstWe do not begin with the conclusion we want to publish.
02Primary evidenceGovernment statistics and first-party datasets come before commentary.
03Show the limitsDefinitions, missing data and incompatible measures stay visible.
Research queue

What we’re checking next

These are research questions, not promised conclusions. Some will be dropped if the public data is not good enough.

Which Indian State Has the Best EV Charging Coverage?Money & ConsumerData collection
Python, TypeScript or JavaScript: Which Is Actually Growing?TechnologyResearching
Which Destinations Are Growing Faster Than Indian Outbound Travel Overall?TravelResearching
Where Is Telework Most Concentrated in the United States?Jobs & WorkResearching