Hide table of contents

The views expressed here are my own, not those of my employers.

Summary

  • The annual conflict deaths as a fraction of the global population decreased 0.121 OOM/century from 1400 to 2000 (coefficient of determination of 8.45 %), and the annual epidemic/pandemic deaths as a fraction of the global population decreased 0.459 OOM/century from 1500 to 2023 (38.5 %).
  • The variances over the last 10 years of the decimal logarithm of the annual conflict and epidemic/pandemic deaths as a fraction of the global population have very weak trends over the aforementioned periods (1.90 % and 1.61 %).

Introduction

Some argue the risk of human extinction has been increasing, and will increase a lot in the next few years or decades. Toby Ord’s The Precipice is a major example. From an outside view perspective, such increases would be more likely given increasing annual deaths as a fraction of the global population. In contrast, I concluded the logarithm of the annual:

  • Conflict deaths as a fraction of the global population have trended downwards from 1400 to 2000 (coefficient of determination of 8.45 %), although it is unclear to me whether the direction of the trend is resilient against changes in the modelling of the underreporting of historical conflict deaths.
  • Epidemic/Pandemic deaths as a fraction of the global population have trended downwards from 1500 to 2023 (38.5 %), and I guess the direction of the trend is resilient against changes in the modelling of the underreporting of historical epidemic/pandemic deaths.

However, one could fairly object that what matters for tail risk is not the logarithm of the annual deaths as a fraction of the global population, but its variance. I studied this in this post.

Methods

I run linear regressions of:

  • The decimal logarithm of the annual conflict and epidemic/pandemic deaths as a fraction of the global population. I had already run similar regressions in the previous posts, where I used the natural instead of decimal logarithm. Which one is used does not affect the fit, but the slope of the regressions involving the decimal logarithm have a more straightforward interpretation.
  • The variance over the last 10 years of the decimal logarithm of the annual conflict and epidemic/pandemic deaths as a fraction of the global population. By variance over the last 10 years, I mean that among the (varying) reference year and 9 (= 10 - 1) before it.

Results

The calculations and results are in this sheet.

Linear regressions

Conflicts

Linear regression of the decimal logarithm of the annual conflict deaths as a fraction of the global population on the year

Slope (OOM/century)InterceptCoefficient of determination
-0.121-1.488.45 %

Linear regression of the variance over the last 10 years of the decimal logarithm of the annual conflict deaths as a fraction of the global population on the year

Slope (OOM^2/century)InterceptCoefficient of determination
0.0209-0.1921.90 %

Epidemics/Pandemics

Linear regression of the decimal logarithm of the annual epidemic/pandemic deaths as a fraction of the global population on the year

Slope (OOM/century)InterceptCoefficient of determination
-0.4594.4438.5 %

Linear regression of the variance over the last 10 years of the decimal logarithm of the annual epidemic/pandemic deaths as a fraction of the global population on the year

Slope (OOM^2/century)InterceptCoefficient of determination
-0.03360.8821.61 %

Graphs

Conflicts

Epidemics/Pandemics

Discussion

The annual conflict deaths as a fraction of the global population decreased 0.121 OOM/century from 1400 to 2000 (coefficient of determination of 8.45 %), and the annual epidemic/pandemic deaths as a fraction of the global population decreased 0.459 OOM/century (38.5 %).

The variances over the last 10 years of the decimal logarithm of the annual conflict and epidemic/pandemic deaths as a fraction of the global population have very weak trends over the aforementioned periods (1.90 % and 1.61 %). I think downwards or weakly upwards trends were to be expected. Conflict and epidemic/pandemic deaths as a fraction of the global population follow heavy-tailed distributions, whose mean increases with variance, so such a fraction going down tends to imply a decreasing variance.

16

0
0
1

Reactions

0
0
1

More posts like this

Comments
No comments on this post yet.
Be the first to respond.
Curated and popular this week
Relevant opportunities