Introduction

My interest in this topic comes from my personal experience of battling COVID-19 and being hospitalised for 12 days. During that difficult period, I witnessed the fear, sadness, hope and loss experienced by patients in the hospital. This experience made me realise how important health is in our lives and how much we need to understand diseases, their impact on society, and the importance of prevention and public health awareness.

Motivated by this experience, I wanted to explore the major causes of death in Australia and understand how they have changed over time. This report uses data from the Australian Bureau of Statistics (ABS) covering the years 2015 to 2024. Through five data visualisations, I examine the leading causes of recorded deaths, compare different cause-of-death categories, and explore changes across the decade.

The purpose of this analysis is to make the patterns in the data easier to understand and encourage greater awareness of public health challenges. Although death statistics alone cannot explain why these patterns occur or determine which treatments and prevention strategies are most effective, they can help identify important trends that deserve further investigation. By connecting my personal experience with publicly available data, this report explores how data visualisation can help communicate meaningful information about health and mortality in Australia.

1. Packages and setup

2. Data source and import

This report uses the Australian Bureau of Statistics (ABS) underlying causes-of-death data for 2015–2024. Keep ABS_original_2015-2024.csv in the same folder as this R Markdown file before knitting. The import uses a relative file path so the report can be knitted reproducibly without an interactive file picker.

3. Data checks and preprocessing

Total records: 19460 
Year range: 2015 to 2024 
            year   cause_of_death      icd_10_code   deaths_persons 
               0                0                0                0 
         measure              sex     source_table  source_workbook 
               0                0                0                0 
source_publisher 
               0 
[1] "Number of deaths"
[1] "Persons"
Records by year
year n
2015 1946
2016 1946
2017 1946
2018 1946
2019 1946
2020 1946
2021 1946
2022 1946
2023 1946
2024 1946

4. Prepare chapter-level data

Chapter-level records by year
year n
2015 19
2016 19
2017 19
2018 19
2019 19
2020 19
2021 19
2022 19
2023 19
2024 19

5. Validate the prepared data

Missing death counts: 0 
Negative death counts: 0 
   Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
    3.0   558.5  3011.0  8843.3 10772.5 52819.0 

6. Visualisation 1: A snapshot of 2024

Explanation of Visualisation 1

This visualisation presents the six largest cause-of-death chapters recorded in Australia in 2024. The term “chapter” refers to a broad category used in the International Classification of Diseases (ICD-10), which groups related diseases and causes of death together. Neoplasms account for the largest share among the six selected chapters, representing approximately 35.1% of their combined deaths, followed by diseases of the circulatory system at 28.1%. Respiratory diseases and external causes account for smaller proportions, while nervous system diseases and mental and behavioural disorders make up the remaining shares. These results highlight the differences in recorded death counts across major cause categories. However, the percentages represent only the six chapters included in this chart, rather than all deaths in Australia.

Explanation of Visualisation 2

This visualisation compares recorded deaths across the six leading ICD-10 cause-of-death chapters in Australia from 2015 to 2024. Neoplasms show an overall upward trend and have the highest recorded death counts throughout the period. Diseases of the circulatory system remain another major category, although their counts fluctuate over time. The other selected chapters show different patterns, with some increasing more gradually across the decade. Overall, the chart highlights that recorded death counts do not change uniformly across cause-of-death categories. However, these figures alone cannot explain the reasons behind the observed changes. They represent recorded death counts rather than age-standardised mortality rates, and the latest figures may be subject to revision.

8. Visualisation 3: Neoplasm Chapter Trend

This chart focuses on the broad ICD-10 chapter for neoplasms in the ABS dataset.

Explanation of Visualisation 3

This line chart examines recorded deaths attributed to neoplasms in Australia between 2015 and 2024. The number of deaths remained relatively stable from 2015 to 2017, followed by a noticeable increase in 2018 and 2019. A decline is visible in 2020, after which the recorded count rises again from 2021 onwards, reaching its highest point in 2024. This pattern shows that the recorded number of deaths attributed to neoplasms increased overall during the period, although the chart alone cannot explain the reasons for these changes. The figures represent death counts rather than age-standardised mortality rates, and the latest years may be subject to revision.

9. Visualisation 4: Ten Largest Chapters in the Latest Year

Explanation of Visualisation 4

This bar chart ranks the ten largest cause-of-death chapters in Australia in 2024 by their recorded number of deaths. Neoplasms rank first, followed by diseases of the circulatory system, with a noticeable gap between these two categories and the remaining chapters. Diseases of the respiratory system rank third, while external causes, diseases of the nervous system, and mental and behavioural disorders also appear among the ten largest categories. The horizontal bars make it easier to compare the number of recorded deaths across categories and identify which chapters account for the largest counts. These results describe the number of deaths recorded in each chapter, rather than the risk of death for individuals.

10. Visualisation 5: Change in Leading Causes of Death

Explanation of Visualisation 5

This slope chart focuses on how recorded death counts changed between 2015 and 2024 for the six cause-of-death chapters with the highest counts in 2024. Unlike Visualisation 1, which compares the selected chapters’ shares of their combined total in 2024, this chart compares the number of deaths at two points in time. Recorded deaths attributed to neoplasms increased from 46,640 in 2015 to 52,819 in 2024, while deaths attributed to diseases of the circulatory system declined. The four other selected chapters—respiratory diseases, external causes, nervous system diseases, and mental and behavioural disorders—recorded higher counts in 2024 than in 2015. The different slope directions make these contrasting changes easier to see. These are raw recorded death counts, however, and do not by themselves show changes in individual mortality risk or explain the causes of the observed differences.

11. Additional data checks

Years covered: 2015 to 2024 
Measure: Number of deaths 
Sex: Persons 
Chapter counts for 2024
year cause_of_death icd_10_code deaths_persons
2024 CHAPTER II Neoplasms (C00-D48) C00-D48 52819
2024 CHAPTER IX Diseases of the circulatory system (I00-I99) I00-I99 42298
2024 CHAPTER X Diseases of the respiratory system (J00-J99) J00-J99 17088
2024 CHAPTER XX External causes of morbidity and mortality (V01-Y98) V01-Y98 13307
2024 CHAPTER VI Diseases of the nervous system (G00-G99) G00-G99 12544
2024 CHAPTER V Mental and behavioural disorders (F00-F99) F00-F99 12337
2024 CHAPTER IV Endocrine, nutritional and metabolic diseases (E00-E90) E00-E90 8514
2024 CHAPTER XI Diseases of the digestive system (K00-K93) K00-K93 7958
2024 CHAPTER XIV Diseases of the genitourinary system (N00-N99) N00-N99 5002
2024 CHAPTER XVIII Symptoms, signs and abnormal clinical and laboratory findings, not elsewhere classified (R00-R99) R00-R99 3781
2024 CHAPTER I Certain infectious and parasitic diseases (A00-B99) A00-B99 3108
2024 CHAPTER XIII Diseases of the musculoskeletal system and connective tissue (M00-M99) M00-M99 1820
2024 CHAPTER XII Diseases of the skin and subcutaneous tissue (L00-L99) L00-L99 780
2024 CHAPTER XVII Congenital malformations, deformations and chromosomal abnormalities (Q00-Q99) Q00-Q99 650
2024 CHAPTER III Diseases of the blood and blood-forming organs and certain disorders involving the immune mechanism (D50-D89) D50-D89 634
2024 CHAPTER XVI Certain conditions originating in the perinatal period (P00-P96) P00-P96 566
2024 CHAPTER VIII Diseases of the ear and mastoid process (H60-H95) H60-H95 19
2024 CHAPTER VII Diseases of the eye and adnexa (H00-H59) H00-H59 13
2024 CHAPTER XV Pregnancy, childbirth and the puerperium (O00-O99) O00-O99 5

12. Data limitations

The dataset reports death counts rather than individual-level mortality risks or age-standardised mortality rates. Interpret counts in the context of Australian Bureau of Statistics definitions and population changes over time.

The ABS release may assign different revision statuses to different years. Broad ICD-10 categories can overlap with detailed subcategories, so do not sum all rows in the original dataset indiscriminately.

13. Conclusion

This report used ABS underlying causes-of-death data to explore patterns in Australian recorded deaths from 2015 to 2024. Across the five visualisations, neoplasms consistently account for the largest recorded death count among the selected broad chapters, while circulatory diseases remain another major category. The comparison across years also shows that the leading chapters do not all change in the same direction or at the same pace. These findings describe recorded counts rather than age-standardised mortality rates, and they do not by themselves explain the causes of observed changes. The latest years may be revised by the ABS, so the results should be interpreted in the context of the source’s definitions and revision status.

14. References

Australian Bureau of Statistics. (2025, 14 November). Causes of death, Australia, 2024 (underlying causes of death data cubes, including Table 1.2). Australian Bureau of Statistics. https://www.abs.gov.au/statistics/health/causes-death/causes-death-australia/latest-release

15. Acknowledgements

The underlying causes-of-death data were obtained from the Australian Bureau of Statistics. Disclose software, assistance, and any generative AI use in accordance with the assessment instructions and RMIT academic integrity requirements.