During lockdown, across the globe, walking became a favourite pastime. Not one to be left out, every morning I walked from my house, in a village in the East of Scotland, into the surrounding countryside. At first, the fields and forests were relatively quiet, but as spring progressed, they became filled with bird song; the sounds of species such as yellowhammers, wrens and dunnocks were quickly joined by migrant chiffchaffs, whitethroats and eventually swallows. This formed the soundtrack of my spring, a great comfort in an otherwise upside-down year.
Across the country, the sounds of our collective lockdown walks would have been as diverse as the places in which we live, from coastal paths filled with the cries of gulls and waders to starlings whistling in city centres. Imagine if lockdown had occurred ten or twenty years earlier; these soundtracks would have been different again.
As our landscapes, climate and lifestyles have changed, our bird communities and our experiences of spring have also shifted. Understanding the extent of shifts in spring soundscapes and how they have been influenced by the changes in bird abundance and species diversity is the focus of our latest research.
Recreating historical soundscapes
Across North America and Europe, standardised annual counts of breeding birds are carried out by volunteer ornithologists. In North American, surveys of breeding bird numbers take place under the North American Breeding Bird Survey (NA-BBS), while in Europe, similar data are collated by the Pan-European Common Bird Survey (PECBMS). While these historical data to tell us about changes in species diversity and abundance across the continents, we have no similar record of how sites sounded when these surveys were taking place. How do we then know how changes in bird populations have influenced soundscapes?
Xeno Canto is an online database of sound recordings of wild birds from around the world and, by combining these recordings with our count data (1 individual in the count data = 1 song in the soundscape), we recreated the soundtracks of spring across hundreds of thousands of sites during the last few decades. You can listen to one of our soundscapes from a UK Breeding Bird Survey (BBS) site here.
Measuring how soundscapes have changed
The relationship between changes in the structure of the bird communities and soundscapes is not as clear as we might think. For example, the loss of a species such as willow warbler, which sings a rich and intricate song, is likely to have a greater impact on the complexity of the soundscape than the loss of a raucous corvid or gull species. How the soundscape changes will also depend on how many willow warblers occurred on the site and which other species are present.

Figure 1: A spectrogram of multiple species singing – the x-axis represents time, the y-axis represents frequency which can also be thought of as the pitch or tone of a song. The amplitude, which represents energy or loudness, is shown by colour, with dark blues corresponding to lower amplitudes (quieter sounds) and brighter colours up through to pink corresponding to higher amplitudes (louder sounds).
Figure 1 shows part of a soundscape, the darker pink areas indicate high acoustic energy (e.g., loudness or amplitude). You can see that the acoustic energy levels vary with time and occur across different frequencies. This could be driven by changes in the frequency of an individual’s song or in the number of individuals and species singing.
We used 4 acoustic indices to capture these properties of our soundscapes: Acoustic Diversity Index (ADI), Acoustic Evenness Index (AEI), Bioacoustic Index (BI) and Acoustic Entropy (H). These acoustic indices describe the distribution of acoustic energy across frequencies and time (i.e., they quantify different patterns in the pink areas in Figure 1); lower values of ADI, BI and H, and higher values of AEI, reflect reduced acoustic diversity and intensity.
Are the sounds of spring shifting?
On over 200,000 sites, between 1996 and 2018, soundscapes have changed across North America and Europe. In the past 20 years we have seen declines in ADI, BI and H and increases in AEI, making the soundtrack of our spring quieter and less varied (Figure 2).

Figure 2: Predicted annual variation in Acoustic Diversity Index, ADI (a,b), Acoustic Evenness Index, AEI (c,d), Bioacoustic Index, BI (e,f) and Acoustic Entropy, H (g,h) in North America (left column) between 1996 and 2017 and in Europe (right column) between 1998 and 2018. Declines in ADI, BI and H and increases in AEI, mean that the soundtrack of our spring has become quieter and less varied.
What is driving changes in soundscapes?
As you may expect, in general, sites that have experienced greater declines in either total abundance and/or species richness also tended to show greater declines in acoustic diversity and intensity, and vice versa (Figure 3). This relationship is shown in Figure 3 for acoustic diversity index (ADI); while you can clearly see the association described above, there are also many sites that don’t fit this general pattern. These inconsistencies suggest that, for any given site, initial community structure and how the call and song characteristics of the resident species complement each other, also play important roles in determining how soundscapes change. Future work is needed to explore these patterns further.

Figure 3: The association between site-level trends in the total number of species and the total number of individuals in 202737 NA-BBS sites across North America (left column) and in 16524 PECCBMS sites across Europe (right column). Colours indicate site-level trends in Acoustic Diversity Index, ADI, (yellow – improving soundscape quality; blue – declining soundscape quality). Sites that have experienced great changes in their bird communities tended to have also seen greater changes in the soundscape quality, although this was not always the case.
Why are these findings important?
As we collectively become less aware of our natural surroundings, we also start to notice or care less about their deterioration. A soundscape that is normal to me now would likely seem depauperate to my grandparents’ generation. We have a lot to still learn about how the changes in our natural world affect our society, studies like ours aim to heighten awareness of losses in a tangible, relatable way and highlight their potential impact on human well-being.
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