🔎 Pressured by Prices: Is the Cost of Living Driving Crime in Victoria?

🔎 Pressured by Prices: Is the Cost of Living Driving Crime in Victoria?

Exploring CPI and theft trends in Victoria (2014–2024)

Cost of living pressure

Image: Illustration of cost-of-living pressure

💬 "As living expenses spiral upward food prices, rent, transport does economic pressure quietly reshape our society? Might this hardship push some toward acts of desperation?"

Do some people resort to theft to survive? We’re not making moral judgments, we’re unpacking a complex intersection of economics, human behaviour, and policy.

📊 The Cost of Living Landscape

Australia CPI Plot

Figure: Quarterly CPI changes from 2014–2024 (ABS)

🧮 National Inflation Landscape: Australia’s CPI Over Time

Our illustrates quarterly changes in Australia’s All-Groups Consumer Price Index (CPI) between 2014 and 2024. CPI tracks the average price movement for a standard basket of goods and services essentially serving as the official measure of inflation.

Several notable patterns emerge:

  • 🔹 2014–2019: Inflation remained relatively stable, with CPI changes fluctuating modestly between 0–0.8% per quarter. This suggests a period of economic predictability and price stability.
  • 🔻 2020 COVID-19 Shock: In early 2020, CPI plummeted to nearly –2%, a rare instance of deflation triggered by widespread lockdowns, halted spending, and disrupted supply chains.
  • 🔺 2021–2023 Surge: Following the pandemic’s initial shock, inflation surged rapidly. CPI grew by over 2% per quarter during parts of 2022 reflecting rising fuel prices, supply chain bottlenecks, increased consumer demand, and global economic volatility.
  • 📉 2023–2024 Decline: Recent quarters show a modest cooling, but CPI remains elevated compared to pre-pandemic levels meaning prices are still rising, albeit more slowly.

🔗 Relevance to Our Hypothesis

“As the cost of living increases, theft-related crimes also increase.”

This national CPI trend sets the economic backdrop for our investigation. The sustained inflation observed between 2021–2023 means households across Australia including in Victoria faced:

  • Sharper grocery, fuel, and housing costs
  • Increased financial stress, especially in lower-income segments
  • Reduced real wages and purchasing power

These economic pressures may influence survival driven behaviours including property related crimes such as theft. While CPI itself doesn’t cause crime, it acts as a proxy for financial strain, which in turn can contribute to crime conducive environments.

This context supports the rationale for examining theft offences in Victoria over the same period, to test whether spikes in inflation temporally align with increases in theft as we explore in upcoming slides.

💸 Essentials Under Pressure – Melbourne’s Cost of Living Breakdown

Melbourne CPI Plot

Figure: CPI changes for Food, Housing, and Transport (Melbourne, 2014–2024)

📍 Melbourne CPI Landscape: Housing, Food, Transport (2014–2024)

This chart presents quarterly CPI changes for Melbourne’s three most essential household cost categories: housing, food, and transport. These are everyday necessities meaning their inflation impacts are felt universally, and most intensely by low-income earners.

  • 🏠 Housing CPI: Demonstrates a steady and persistent upward climb across the decade. CPI changes consistently remain positive, especially during 2021–2023, suggesting continued pressure from rising rents and mortgage repayments. For many Victorians, housing affordability became a defining post COVID issue.
  • 🥫 Food CPI: Remained relatively modest until 2021, then sharply increased during and after the pandemic. This aligns with global trends in food insecurity, driven by supply chain disruptions, input cost inflation, and supermarket price rises. Elevated food prices disproportionately affect vulnerable groups and may contribute to desperate behaviours, such as food theft.
  • 🚗 Transport CPI: Highly volatile throughout the decade. Spikes in 2022 correspond with global fuel price surges, while earlier dips align with COVID-related travel restrictions. This volatility reflects how essential mobility costs (e.g. petrol, fares, servicing) have become increasingly unpredictable squeezing disposable incomes further.

Together, these categories form the core cost of living pressures many households face. The overlapping surges in housing, food, and transport costs between 2021–2023 may represent a “perfect storm” of inflation raising the possibility that economic desperation contributed to increased crime rates, including theft.


🔗 Relevance to Theft-Related Crime

These price trends affect daily survival costs. When multiple necessities rise simultaneously, people on tight budgets face impossible trade-offs.

Would you skip meals to pay rent? Walk to work when fuel prices surge? The cost of living crunch can create conditions where economic desperation makes crime seem like an option.

This makes Melbourne’s CPI composition a critical factor in evaluating potential links between inflation and rising theft offences which we explore next.

🔄 CPI vs Theft Over Time – Trend Alignment or Coincidence?

Melbourne CPI Plot

Figure: CPI changes for Food, Housing, and Transport (Melbourne, 2014–2024)

📉 Interpretation: When the Trend Breaks the Hypothesis

This chart tracks the total number of recorded theft offences in Victoria from 2014 to 2024 offering a valuable lens into how theft related crime has evolved during a period marked by significant social and economic shifts.

  • 🔺 2016 peak: Theft offences surged to a high in 2016, suggesting either increased criminal activity or changes in reporting or policing practices. This predates the pandemic and may reflect broader socioeconomic challenges during that time.
  • 🔻 2020–2022 decline: Reported thefts dropped sharply during the height of the COVID-19 pandemic. This may reflect reduced opportunities for theft due to lockdowns and restricted movement, rather than improved economic conditions.
  • 📈 Post-pandemic resurgence (2023–2024): The most striking trend is the steep rise in 2024 the highest point on the chart. This coincides with a period of elevated inflation and cost of living pressures, as shown in earlier CPI graphs.

While we can’t confirm causality from this chart alone, the data suggests a potential link between financial stress and theft. Periods of inflation and household strain appear to align with rising theft rates especially in the most recent years.

This slide acts as a turning point in our analysis: from observing cost of living trends to directly interrogating whether those pressures might influence desperate behaviour and theft releated crime.


🔄 Pivoting the Narrative

While our original hypothesis proposed a direct relationship that rising cost-of-living pressures (as measured by CPI) would correlate with increases in theft, the data does not support this simplistically. In fact, our comparison reveals little to no consistent alignment between CPI movement and theft offences over the last decade in Victoria.

This does not invalidate the hypothesis outright but rather, it compels us to consider a more complex picture. Human behaviour, especially in response to financial strain, is rarely linear or uniform. Crime trends, too, are shaped by an interplay of social, structural, and policy level influences.

What might be influencing theft rates beyond CPI?

  • 🔐 Social safety nets: Access to emergency relief, housing support, and unemployment benefits may cushion the impact of inflation on vulnerable populations.
  • 👮‍♀️ Policing and enforcement: Shifts in law enforcement priorities or community policing initiatives may affect the reporting or deterrence of theft offences.
  • 🏘️ Localised factors: Suburban or regional economic conditions, public transport access, and community cohesion may play significant roles.
  • 📉 Lagged effects: The relationship between economic pressure and crime may not be immediate hardship today may result in criminal behaviour months or even years later.

These considerations suggest that while CPI can be a useful indicator of economic stress, it alone is insufficient to predict crime trends like theft. A more holistic approach is needed, one that integrates socio-economic variables, policy response, and geographic specificity.

Thus, this pivot strengthens our analysis, rather than forcing a conclusion, we acknowledge the limits of our hypothesis and open space for more grounded, evidence-based interpretations.

🔍 Crime Composition in Victoria: Theft vs Non-Theft

Crime Type Comparison

Figure: Annual comparison of theft and non-theft offences (Victoria, 2014–2024)

📊 Crime Landscape: Where Does Theft Sit?

This chart places theft offences in context alongside the broader landscape of reported crimes in Victoria. Across the decade, non-theft crimes (e.g. assault, fraud, drug offences) consistently outnumber theft offences.

However, theft still constitutes a significant share of total crime volume particularly in economically volatile years like 2020 and 2024.

  • 🔐 Non-theft crimes remain the dominant category, driven by a wide range of offence types.
  • 🛒 Theft crimes, while smaller in volume, exhibit noticeable peaks during periods of high CPI and cost-of-living stress including the COVID-19 aftermath and recent inflation spikes.

This slide helps contextualise our earlier findings: While theft alone doesn't dominate crime statistics, its temporal alignment with economic hardship warrants attention.

It reinforces the need to examine the specific pressures influencing property crime and whether such offences are disproportionately sensitive to household financial strain.

🧠 Discussion

💬 Discussion: So, What Did We Actually Find?

We started with a big question:
Does the rising cost of living especially inflation lead to more theft?

It felt like a logical connection. If people are struggling to pay for essentials like rent, food, or transport, wouldn’t that financial pressure push some towards theft?

But as we explored the data, the relationship turned out to be far less straightforward.

🧭 It's Not a Straight Line

When we compared Victoria’s theft rates with the Consumer Price Index (CPI) over the last decade, we expected to see clear overlaps theft going up when inflation surged, and down when prices stabilised.

Instead, we found the opposite in some cases.
For example:

  • 📈 In 2021–2022, CPI climbed rapidly post-pandemic but theft offences continued to decline.
  • 🔀 By 2023–2024, theft suddenly spiked again just as inflation cooled.

The overall correlation between CPI and theft? Just –0.15. That’s a very weak relationship, and it actually leans in the opposite direction.

🧠 There’s Clearly More Going On

This tells us: inflation alone doesn’t explain changes in theft rates.
That doesn’t mean inflation has no impact especially when we break it down into:

  • 🏠 Housing: Ongoing rent and mortgage stress
  • 🍞 Food: Rising grocery bills due to supply chain issues
  • 🚗 Transport: Fuel and fare costs fluctuating

These are everyday essentials. For people already doing it tough, even small price jumps in these areas can tip the scales.
Still, even with this added detail, the relationship between theft and inflation isn’t consistent.


🔍 Beyond CPI: Other Influences

We can’t ignore that crime especially theft is complex, and affected by many overlapping factors. These might include:

  • 👮‍♀️ Policing and enforcement changes — affecting either crime itself or how it's reported
  • 🧑‍🤝‍🧑 Access to support services — like Centrelink payments, housing relief, or food banks
  • 🏘️ Local conditions — different areas face different pressures
  • Lag effects — people might not react to financial stress immediately

🎯 So, Where Does That Leave Us?

In short: cost-of-living pressures matter, but they’re just one part of a bigger story.

While inflation and theft may sometimes move together, our analysis suggests that theft in Victoria is shaped by a wider mix of social, economic, and policy conditions not inflation alone.

This realisation doesn't weaken our analysis it actually strengthens it. It shows we’re not forcing a neat conclusion from messy data, but instead letting the evidence guide us to a more nuanced understanding.

📝 References

📚 References

  • Australian Bureau of Statistics. (2024). Consumer price index, Australia. https://www.abs.gov.au/statistics/economy/price-indexes-and-inflation/consumer-price-index-australia
  • Crime Statistics Agency Victoria. (2024). Latest Victorian crime data – Download data. https://www.crimestatistics.vic.gov.au/crime-statistics/latest-victorian-crime-data/download-data
  • Reserve Bank of Australia. (2024). Inflation – An overview. https://www.rba.gov.au/inflation/overview.html
  • Karp, P. (2024, March 15). Cost of living crisis: Australians skipping meals and avoiding medical care, survey finds. The Guardian. https://www.theguardian.com/australia-news/cost-of-living-crisis-australia-
  • Per Capita. (2024). Polling report: Cost of living crisis [Report]. https://futurework.org.au/wp-content/uploads/sites/2/2024/10/Polling-Report-Cost-of-Living-REVISED-1.pdf
  • The Salvation Army Australia. (2024). The cost-of-living crisis in Australia. https://www.salvationarmy.org.au/red-shield-appeal/the-cost-of-living-crisis-in-australia/