Testing the relationship between age, deprivation and well-being in Britain

Walk through different parts of Britain and an apparent pattern can be difficult to ignore.

Many places with conspicuously young populations are dense urban areas: expensive housing, heavy traffic, smaller living spaces, greater population turnover and, in some cases, substantial deprivation. Meanwhile, many older communities are found in smaller towns, rural districts and coastal areas that can appear quieter, greener and more settled.

It raises an intriguing question:

Do places with older populations actually tend to be happier?

And, if they do, is age itself responsible — or are age and happiness both consequences of something else?

The available evidence suggests that the observation deserves to be taken seriously. But it also shows why a simple conclusion such as “older places are happier because older people are happier” would be misleading.

The first clue: Britain’s age geography is extraordinary

The age profile of the UK varies dramatically from place to place.

According to the 2021 Census, the median age across England and Wales was 40. London was considerably younger, at 35, while the South West had a median age of 44.

The differences become much larger at local-authority level. Tower Hamlets had a median age of just 30. Nottingham, Cambridge, Oxford and Manchester were all around 31.

At the other end of the spectrum, North Norfolk’s median resident was 54, Rother’s 53 and East Lindsey’s 52.

Universities explain part of this pattern, but not all of it. Britain’s major cities attract young adults for education and employment, while many rural and coastal areas contain much larger retired populations.

The country therefore provides a natural setting in which to ask whether the age of a place is associated with the wellbeing of the people living there.

There is evidence for the pattern

An Office for National Statistics analysis of English local authorities provides particularly interesting evidence.

ONS grouped local authorities according to four measures of personal wellbeing: life satisfaction, happiness, anxiety and whether people felt the things they did in life were worthwhile.

One cluster contained 74 local authorities that were below the median on all four wellbeing measures.

Of those authorities:

• 88% were urban;
• 62% had a median age of 40 or younger; and
• 34% were among the more deprived local authorities.

London was heavily represented: 56% of London’s local authorities fell into this cluster.

A second cluster, which performed below the median for happiness, life satisfaction and worthwhile feelings, was again disproportionately young and deprived.

So the geographical pattern is not simply anecdotal. Official statistics have detected an association between poorer wellbeing, younger local populations, urbanity and deprivation.

But that last sentence contains the central problem.

All four characteristics occur together.

Correlation is not explanation

Imagine plotting every local authority on a graph.

On one axis is its median age. On the other is its average happiness score.

If older authorities tend to appear higher on the happiness scale, we have discovered a correlation.

We have not demonstrated that the age of the population caused the difference.

A younger area may simultaneously have:

higher housing costs, more renters, greater population density, more unemployment or economic insecurity, more students, lower home ownership, greater population turnover, different household structures, different health outcomes and greater deprivation.

An older area may simultaneously have:

more homeowners, more retirees, lower population density, greater residential stability, more green space and a completely different socioeconomic composition.

Age could therefore be acting partly as a marker for the type of place being observed.

This distinction is crucial.

The proposition we really need to test is not:

“Are older places happier?”

It is:

“After accounting for deprivation, urbanisation, employment, health and other relevant characteristics, is the age structure of a place still associated with its reported wellbeing?”

That is a much harder and much more interesting question.

The individual-level evidence complicates the story

There is another reason not to interpret the geographical relationship too quickly.

At the individual level, happiness does not simply increase with age.

ONS research using more than 300,000 UK adults found a broadly curved relationship.

Happiness and life satisfaction were relatively high among younger adults, declined through adulthood, reached their lowest levels during middle age, and subsequently increased substantially.

People aged approximately 65–79 reported some of the highest levels of personal wellbeing.

At still older ages, wellbeing began to decline again.

In other words, the relationship resembles a distorted U or S-shaped curve rather than a straight line from unhappy youth to happy old age.

This matters enormously.

If young people themselves are not uniformly unhappy, yet younger places sometimes record poorer wellbeing, something about the characteristics of those places may be contributing to the association.

Deprivation is the obvious suspect

The strongest competing explanation is socioeconomic deprivation.

Deprivation can affect many of the things that plausibly influence everyday wellbeing: housing, employment, crime, health, environmental quality and financial security.

England’s official Index of Multiple Deprivation combines seven domains:

income; employment; education, skills and training; health and disability; crime; barriers to housing and services; and the living environment.

The 2025 English Indices of Deprivation show that deprivation remains heavily geographically concentrated, although deprived neighbourhoods exist across much of the country.

Middlesbrough, Birmingham, Hartlepool, Kingston upon Hull and Manchester were among the local-authority districts containing the highest proportions of neighbourhoods in England’s most deprived group.

Some of those places also have comparatively young populations.

That creates a classic confounding problem.

Suppose younger local authorities have lower average happiness.

Suppose younger local authorities are also more deprived.

And suppose deprivation independently reduces wellbeing.

The apparent relationship between age and happiness could therefore actually be substantially a relationship between deprivation and happiness.

Health introduces another complication

Health strongly influences subjective wellbeing, and health itself varies dramatically with both age and deprivation.

ONS Census analysis found substantially better self-reported health in England’s least deprived areas than its most deprived areas.

Importantly, this difference exists even among young people.

Among 15–19-year-olds, 64.2% of those living in the most deprived areas reported very good health, compared with 75.9% in the least deprived areas.

The deprivation gap became considerably larger through middle age.

This makes it dangerous to treat population age as an isolated explanatory variable.

Age, health, wealth, employment and geography interact.

There’s also an ecological fallacy waiting for us

Perhaps the most important statistical trap is assuming that characteristics of an area necessarily describe the individuals living within it.

Imagine that a seaside authority has:

median age: 52
average happiness: 7.8

while a city authority has:

median age: 31
average happiness: 7.2

It would be tempting to conclude that the older residents are responsible for the higher score.

But those figures alone cannot tell us that.

It is entirely possible that the 30-year-olds living in the older authority are happier than the 30-year-olds living in the younger authority.

If that happened, the important variable might not be how old you are.

It might be where and under what conditions you live.

This is known as the ecological fallacy: relationships observed between populations cannot automatically be assumed to describe relationships between individuals.

A particularly useful piece of ONS evidence

ONS has already performed an analysis that demonstrates why age adjustment matters.

It has published both age-standardised and non-age-standardised local-authority wellbeing estimates.

Age standardisation asks, approximately:

What would the comparison between these places look like if their different population age structures were accounted for?

That provides one way of separating the demographic composition of an area from its underlying wellbeing.

ONS has also examined correlations between local wellbeing and deprivation.

These datasets provide the ingredients for a much stronger test than simply comparing a few young cities with a few retirement areas.

How the hypothesis should actually be tested

A serious analysis should begin with every comparable local authority rather than selecting conspicuous examples.

For each authority we would collect:

Median age

from ONS population estimates.

Happiness and life satisfaction

from the ONS Annual Population Survey personal-wellbeing data.

Deprivation

from the relevant national deprivation indices.

Ideally, additional variables would include population density, urban/rural classification, employment, health, housing affordability, home ownership and student population.

The first calculation is straightforward:

median age ↔ happiness

and separately:

median age ↔ life satisfaction.

That establishes the raw geographical correlation.

The second stage is much more important.

We then estimate the relationship after accounting for deprivation and the other characteristics.

Conceptually:

Wellbeing = age structure + deprivation + urbanity + health + employment + housing + other factors

If the association with median age remains substantial after those controls, the proposition that there is something independently important about the age structure of communities becomes considerably more interesting.

If it largely disappears, a different conclusion follows:

young population was functioning as a proxy for other characteristics of disadvantaged urban areas.

Either result would be informative.

Reasons the apparent relationship might survive

There are plausible mechanisms through which population age structure itself could matter.

Older populations may have greater residential stability. People may have lived near neighbours for longer, producing stronger community networks.

Areas dominated by families and older residents may also develop different public spaces, businesses and services from places dominated by transient young adults.

Retirement removes commuting and employment pressures for some people. Older homeowners may have lower housing costs after paying down mortgages.

There may also be selection effects: people with sufficient resources can choose to retire to attractive rural or coastal areas.

In that case, however, the pleasant environment may partly explain the happiness rather than age itself.

Reasons the hypothesis might fail

There are equally powerful counterexamples.

University cities are exceptionally young because thousands of generally healthy young adults arrive every year. Their low median age tells us very little about deprivation.

Cambridge and Oxford illustrate the problem particularly well: both had median ages around 31 in the 2021 Census.

Conversely, an ageing population can sometimes result from younger residents leaving an area because employment opportunities are limited.

Some older coastal communities also experience serious deprivation, poor health and social isolation.

And among the oldest individuals, average wellbeing eventually declines.

So neither youth nor age is intrinsically a reliable measure of whether somewhere is flourishing.

What can reasonably be concluded?

There is credible evidence for the observation that prompted this investigation:

some of Britain’s younger urban local authorities also exhibit poorer wellbeing and greater deprivation, while a number of older, less urban authorities perform better on wellbeing measures.

ONS’s own clustering analysis detected essentially this combination of characteristics.

But the evidence does not justify the stronger statement:

“Places are happier because their populations are older.”

The demographic variable is entangled with deprivation, urbanisation, health, housing, employment and migration.

Indeed, that may be the more interesting discovery.

The question may not ultimately be why older people make places happier.

It may be why Britain has produced a geography in which youth, urbanisation, housing pressure and deprivation so often overlap, while some older populations are concentrated in quieter and more economically secure environments.

Age may be part of the story.

Or it may be the clue that leads us to the real one.

The next test

The hypothesis can now be made falsifiable.

Take every UK local authority for which comparable data are available.

Plot median age against happiness and life satisfaction.

Measure the correlation.

Then progressively control for deprivation, health, employment, housing and urbanisation.

If age continues to predict wellbeing after those adjustments, we have evidence of an independent relationship worth explaining.

If it does not, then the original observation was still useful — but what it revealed was not an age effect.

It revealed the socioeconomic geography hiding underneath it.

Modern Society | Urban Life, Technology & the Human Environment

There was something unmistakable about London at night under the old sodium streetlights.

The pavement turned amber. Brickwork acquired a warm orange glow. Mist and drizzle caught the light and seemed to hang visibly in the air. Residential streets could have an almost dreamlike quality. Even an otherwise ordinary road sometimes looked strangely inviting.

Then, gradually, the colour changed.

Across London and much of Britain, traditional high-pressure sodium (HPS) streetlights have increasingly been replaced by LEDs. There are excellent practical reasons for the transition. LEDs can use less electricity, last longer, be dimmed electronically and direct their light much more precisely. They can also provide much better colour recognition, which has advantages for pedestrians, drivers and CCTV.

From an engineering perspective, LED streetlighting is an extraordinary improvement.

But something else changed with it.

The streets stopped looking quite so warm.

The Strange Comfort of Sodium Light

High-pressure sodium lighting has an extremely distinctive appearance. Rather than producing balanced white light, it is dominated by warm yellow and orange wavelengths.

Its colour rendering is poor by modern standards. Under sodium lighting, blues, greens and reds can become difficult to distinguish accurately. Human faces look unusual. Cars can appear to be different colours from what they actually are.

Yet the same technological deficiency created an extraordinarily powerful atmosphere.

Sodium light compressed the visual world into variations of amber, brown, gold and shadow.

In an old London street—with brick terraces, wet pavement, trees, fog and Victorian architecture—the effect could be beautiful.

And perhaps part of the reason is remarkably ancient.

A Streetlight That Looked a Little Like Fire

There is an obvious visual similarity between sodium lighting and firelight.

Candles, fireplaces and campfires all produce predominantly warm-looking illumination. High-pressure sodium is not spectrally identical to fire, of course, but psychologically the resemblance is difficult to miss.

That raises an intriguing question.

Could humans actually be predisposed to find warm light comforting?

There is a plausible biological argument, although it shouldn’t be exaggerated into a simple evolutionary story.

Humans and our ancestors have had a relationship with fire extending extraordinarily far into prehistory. Archaeological evidence for hominin fire use reaches back hundreds of thousands of years and potentially much further, although precisely when fire became habitual remains debated. Recent evidence from Barnham in Suffolk indicates that hominins were deliberately making fire around 400,000 years ago. Other archaeological evidence of hominin interaction with fire extends considerably further back.

Fire transformed human life.

It provided warmth, protection, cooking and illumination. Crucially, it also created a place around which people could gather after sunset.

For enormous stretches of human existence, meanwhile, the basic lighting cycle was nothing like that of a modern city.

Day meant sunlight.

Night meant darkness, moonlight—and eventually fire.

Your Eyes Know When It Is Night

Light does more than allow us to see.

It also communicates with the biological systems controlling our circadian rhythms.

Specialised cells in the retina containing the photopigment melanopsin contribute to regulating the body’s internal clock. This system is particularly sensitive to shorter-wavelength light in roughly the blue-cyan portion of the spectrum.

Exposure to sufficiently intense light at night can therefore influence circadian timing and melatonin production. The effect depends on considerably more than simply whether a lamp is “blue” or “yellow”: intensity, spectrum, duration, timing and previous light exposure all matter.

Nevertheless, there is a meaningful biological distinction between warm, low-blue evening illumination and blue-rich white illumination.

The natural environment itself contains a similar transition. Bright daylight provides powerful broad-spectrum illumination, whereas the visual environment after sunset becomes dramatically darker.

For most of human history, nobody walked from a sunlit afternoon into a world filled with thousands of powerful white electric lights.

The modern illuminated city is, biologically speaking, an extremely recent invention.

But Biology Isn’t the Whole Story

We should be careful here.

It would be tempting to say that warm streetlights feel comfortable simply because our prehistoric ancestors sat around campfires.

Human psychology is rarely that straightforward.

Much of our response to warm light is almost certainly cultural and learned as well.

Think about the environments in which warm lighting is deliberately used today.

A fireplace.

A candlelit restaurant.

A traditional pub.

A living room in the evening.

A bedside lamp.

A hotel lounge.

Restaurants and homes routinely use warm lighting precisely because people associate it with intimacy and relaxation.

Now consider where colder, brighter white illumination is commonly encountered.

Hospitals.

Offices.

Car parks.

Warehouses.

Supermarkets.

Security installations.

The distinction isn’t universal, but the associations are powerful.

Warm light says: settle in.

Cold, bright light often says: stay alert.

When sodium streetlighting disappeared, therefore, cities didn’t merely exchange one lamp technology for another. In many places they changed the psychological language of the nighttime environment.

Why LEDs Won Anyway

There are very good reasons cities embraced LEDs.

An LED luminaire can direct light toward the pavement and road far more precisely than many older lighting systems. That means less electricity can be wasted illuminating places where light isn’t required.

LEDs are highly efficient, have long service lives and can be electronically controlled. Councils can dim them during periods of low traffic rather than operating every streetlight at full output throughout the night.

Their white light also has an enormous practical advantage over sodium: colour rendering.

Under sodium illumination, colour information is severely compromised. Under a good-quality white LED, a pedestrian’s clothing, a vehicle, road markings and surrounding objects can be distinguished much more accurately.

That can also make LED illumination considerably more useful to colour CCTV cameras.

In other words, the move to LEDs wasn’t irrational.

The mistake is assuming that efficiency is the only quality worth designing for.

LED Doesn’t Have to Mean Cold

This is perhaps the most important part of the discussion.

An LED is not inherently cold white.

LED streetlights can be manufactured at many different correlated colour temperatures.

A 4000K LED can appear relatively neutral or cool. A 3000K LED is noticeably warmer. At around 2700K the appearance begins approaching familiar warm domestic illumination, while approximately 2200K LEDs can produce an extremely warm amber character.

Some British authorities already recognise this.

Dorset Council’s streetlighting specification, for example, calls for warm-white LEDs no higher than 2700K in several environmental zones, ideally lower, while other UK lighting guidance recommends 3000K or below and specifically identifies the 2200–2700K range as an option where warmer, low-blue lighting is appropriate.

Even the City of London’s lighting strategy recognises colour temperature as part of urban character. Its guidance describes using different colour temperatures according to the character and function of a place, including warmer illumination for historic streets and public spaces.

That is a much more sophisticated approach than simply asking:

Which lamp produces the required lux for the least electricity?

The better question is:

What should this place feel like at night?

What We Lost Wasn’t Necessarily the Lamp

There is another reason old sodium-lit London is difficult to reproduce.

The characteristic atmosphere didn’t come entirely from the colour of the bulb.

Older luminaires often scattered considerably more light into their surroundings. Sodium light hitting mist, drizzle, low cloud and airborne moisture produced the famous orange glow that once hung above many British towns and cities.

Modern LED luminaires can control their beams much more tightly.

From the perspective of light pollution, astronomy and energy efficiency, that is often an improvement.

But aesthetically, something disappears.

The old streetlight illuminated not merely the road but sometimes the air itself.

On a wet London evening, that difference can be enormous.

When Bad Colour Rendering Became Beautiful

There is an irony here.

One of the greatest technical disadvantages of sodium lighting may also have contributed to its charm.

Its poor colour rendering unified everything.

Brick, pavement, trees, parked cars and human faces were all pushed toward the same limited palette. The street became less colourful but perhaps more visually coherent.

Modern LEDs restore information.

You can see that the parked car is blue, the jacket is red and the front door is green.

Technically, this is superior illumination.

Aesthetically, however, accuracy isn’t always beauty.

A black-and-white photograph contains less colour information than a modern digital photograph. That does not make the black-and-white photograph artistically inferior.

Something similar can happen with lighting.

The sodium lamp distorted reality.

But it distorted it beautifully.

The Broader Problem With the Modern City

Streetlighting illustrates a much larger tension within modern society.

We have become extraordinarily good at optimising things that can be measured.

Energy consumption.

Lumens.

Maintenance intervals.

Visibility.

Operating costs.

Component lifespan.

Carbon emissions.

All of these measurements matter.

But human beings also experience qualities that are considerably harder to place in a spreadsheet:

Comfort.

Atmosphere.

Beauty.

Mystery.

Familiarity.

A sense of place.

A feeling that somewhere belongs to people rather than merely functioning efficiently around them.

Modernisation frequently produces genuine improvements while unintentionally removing these less measurable qualities.

A railway station becomes cleaner and brighter but somehow less grand.

A pub becomes safer and easier to maintain but loses its fireplace and dark wooden interior.

A high street becomes more accessible and functional while acquiring the same paving, signage and furniture as every other high street.

And a street becomes cheaper and more efficiently illuminated while losing the golden light that once made it unmistakably itself.

Perhaps Progress Doesn’t Have to Look White

The answer isn’t to reinstall inefficient old sodium lamps throughout London.

Technology has moved on.

The more interesting possibility is to use modern technology with a better understanding of human beings.

LEDs give lighting designers extraordinary control. They can determine intensity, direction, timing and colour far more precisely than previous generations could.

That should make it possible to create cities that are simultaneously efficient and atmospheric.

Residential streets do not necessarily require the same lighting character as major traffic junctions.

Historic districts do not necessarily need to look like railway platforms.

Pedestrian areas could use warmer light than major roads.

Lighting could become dimmer and warmer as the night progresses.

And perhaps urban planners should begin treating darkness itself as something worth designing rather than simply something to eliminate.

Some UK authorities are already moving toward warmer LEDs, demonstrating that the choice is not simply between old-fashioned sodium and harsh modern lighting.

A City Is Something We Feel

There is a tendency to discuss infrastructure as though humans experience cities through specification sheets.

We don’t.

We experience a city through rain reflecting from the pavement.

Through the colour of brick at dusk.

Through shadows beneath trees.

Through the glow coming from a pub window.

Through the walk home late at night.

And through the colour of the streetlight above us.

Perhaps that is why some people miss London’s old sodium lamps despite knowing perfectly well that LEDs are technologically superior.

They aren’t necessarily nostalgic for inefficient light bulbs.

They are nostalgic for an atmosphere.

There may be something culturally learned in that feeling. There may even be something considerably older—an association between warm light, darkness, shelter and the extraordinarily long relationship between humans and fire.

We should be cautious about claiming we can separate those influences neatly.

But perhaps we don’t need to.

The important lesson is simpler.

Efficiency tells us how well a streetlight works. It does not tell us what it feels like to live beneath it.

The best cities of the future should understand both.