The parameter S8, defined as $\sigma_8 \Omega_m^{0.5}$ (where $\sigma_8$ is the amplitude of matter fluctuations on scales of 8 Mpc/$h$ and $\Omega_m$ is the total matter density parameter), has emerged as a crucial quantity in contemporary cosmology. Its precise determination is central to understanding the universe’s large-scale structure and its evolution. However, a persistent discrepancy, often referred to as the “S8 tension,” has arisen between measurements derived from observations of the cosmic microwave background (CMB) and those obtained from large-scale structure (LSS) surveys. This article explores the growth of this tension, examining its observational foundations, theoretical implications, and potential resolutions.
The S8 tension is not a monolithic entity but rather a divergence stemming from complementary yet distinct cosmological probes. Each method leverages different physical processes and thus offers a unique window into the universe’s structure.
Cosmic Microwave Background (CMB) as a Standard Ruler
The CMB, the afterglow of the Big Bang, provides a snapshot of the universe when it was approximately 380,000 years old. Anisotropies in the CMB, particularly the peaks and troughs in its angular power spectrum, encode information about the initial conditions of the universe and its subsequent evolution.
Planck Satellite Observations
The Planck mission, a European Space Agency endeavor, has provided the most precise full-sky maps of the CMB to date. Its data, analyzed within the framework of the standard Lambda-CDM model, consistently derive a high value for S8. This value is primarily determined by the amplitudes of the acoustic peaks and the damping tail, which are sensitive to the primordial power spectrum and the subsequent growth of structures. The Planck data’s exquisitely precise measurements of these features act as a standard ruler, effectively extrapolating the conditions of the early universe to the present day.
Role of ΛCDM Extrapolation
The derivation of S8 from CMB data relies heavily on the assumptions of the Lambda-CDM model. This model posits a flat universe dominated by cold dark matter and a cosmological constant (dark energy). The CMB measurements constrain parameters like $\Omega_m$, $\Omega_b$ (baryon density), $H_0$ (Hubble constant), and $A_s$ (amplitude of primordial scalar perturbations). From these, $\sigma_8$ and subsequently S8 are calculated by evolving the initial perturbation spectrum forward in cosmic time. Any deviation from the Lambda-CDM model’s underlying assumptions could, in principle, affect this extrapolation and contribute to the observed tension.
Large-Scale Structure (LSS) Surveys
In contrast to the CMB’s early universe perspective, LSS surveys probe the universe at later stages of its evolution, from redshifts of around 0.1 to 3 or more. These surveys directly observe the distribution of galaxies and dark matter halos, providing a more direct measure of the amplitude of density fluctuations in the relatively recent universe.
Weak Gravitational Lensing
Weak gravitational lensing (WL) is a powerful technique in LSS cosmology. It measures the subtle distortions of galaxy shapes caused by the gravitational fields of intervening, large-scale structures. These distortions, often on the order of a few percent, are directly proportional to the projected mass density along the line of sight.
Shear-Shear Correlations
The statistical analysis of these shape distortions, specifically the correlation between the ellipticities of pairs of galaxies (shear-shear correlations), provides a direct probe of $\sigma_8$ and $\Omega_m$. Surveys like KiDS, DES, and HSC have yielded valuable WL data, generally indicating a lower S8 value compared to Planck. This is because a lower amplitude of matter fluctuations results in less gravitational lensing distortion. The precision of these surveys has dramatically improved over the past decade, allowing for increasingly robust measurements of S8.
Tomographic Binning
Modern WL surveys employ tomographic binning, dividing galaxies into several redshift bins. This allows for a 3D reconstruction of the matter distribution and a more detailed study of the evolution of cosmic structures. By analyzing lensing signals across different redshift shells, cosmologists can track the growth of structure over cosmic time, further refining S8 measurements.
Galaxy Clustering
Galaxy clustering, another core LSS technique, quantifies the spatial distribution of galaxies. Galaxies are not randomly distributed but tend to cluster together due to gravity. The strength and scale dependence of this clustering provide information about the underlying dark matter distribution and the growth of structure.
Baryon Acoustic Oscillations (BAO)
Baryon Acoustic Oscillations (BAO) are statistical peaks in the correlation function of galaxies, remnants of sound waves propagating through the primordial plasma. While primarily a standard ruler for measuring distances (and thus the expansion history), some aspects of BAO analysis, particularly the shape of the power spectrum, can also constrain S8, although typically with less sensitivity than WL.
Redshift-Space Distortions (RSD)
Redshift-space distortions (RSD) arise because the peculiar velocities of galaxies (their motion relative to the Hubble flow) distort their observed positions in redshift space. Galaxies moving towards us appear closer than they are, and those moving away appear farther. This distortion provides a direct measure of the growth rate of structure, $f\sigma_8$, which is closely related to S8. The stronger the gravitational pull, the faster galaxies move and the greater the RSD effect. Surveys like BOSS and eBOSS have extensively utilized RSD to constrain cosmological parameters.
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Manifestation of the Tension
The S8 tension manifests as a statistically significant difference between the values of S8 derived from CMB and LSS data. While the precise significance varies between studies and LSS collaborations, a consistent pattern of lower S8 from LSS is observed.
Statistical Significance
Typically, the S8 tension is quoted as a 2-3 standard deviation (sigma) discrepancy. While not reaching the 5-sigma “discovery” threshold, this level of disagreement is substantial enough to warrant serious attention from the scientific community. It suggests either a statistical fluke, systematic errors in one or both sets of measurements, or new physics beyond the Lambda-CDM model.
Evolution over Time
The S8 tension has not suddenly appeared but has grown more prominent as both CMB and LSS observations have become increasingly precise. Earlier, less precise measurements had larger error bars, allowing for greater overlap between S8 estimates. As error bars have shrunk, like two converging paths that refuse to meet, the discrepancy has solidified. This indicates that the tension is robust against increased data volume and improved analysis techniques within the standard model.
Potential Explanations and Resolutions

The S8 tension has spurred a rich theoretical and observational investigation into its potential causes. These fall broadly into three categories: systematic errors, modifications to the Lambda-CDM model, and new physics.
Systematic Errors
The possibility of unknown or underestimated systematic errors in either CMB or LSS astrophysical analyses is a primary area of investigation. This is often the first line of inquiry when such tensions emerge.
LSS Survey Systematics
Intrinsic Alignments (IA)
Intrinsic alignments (IA) refer to the non-random orientation of galaxies due to their tidal gravitational fields. If not properly modelled and mitigated, IA can mimic or obscure the weak lensing signal, leading to biased S8 estimates from WL surveys. This is like trying to measure a subtle current in a river while the boats themselves have a preferred orientation.
Baryonic Feedback
Baryonic feedback processes, such as stellar winds and active galactic nuclei (AGN) outflows, can significantly impact the distribution of matter on small scales. These processes effectively push gas out of haloes, reducing the concentration of matter. Current LSS analyses heavily rely on N-body simulations that primarily model dark matter. Inadequately accounting for the baryonic effects can lead to overestimation of the lensing signal and thus an underestimation of S8. Cosmologists are developing more sophisticated hydrodynamical simulations to incorporate these effects.
Photometric Redshift Uncertainties
The accurate determination of galaxy distances (redshifts) is crucial for WL and clustering analyses. Photometric redshifts, estimated from observed galaxy colors, inherently carry uncertainties. If these uncertainties are underestimated or biased, they can propagate into biased S8 measurements.
CMB Systematics
Foreground Contamination
Even with meticulous foreground removal techniques, residual contamination from Galactic and extragalactic sources (e.g., dust, synchrotron radiation, radio galaxies) could, in principle, subtly bias CMB anisotropy measurements and thus S8.
Instrumental Artifacts
While Planck is a meticulously calibrated instrument, the possibility of unforeseen instrumental artifacts or calibration errors, however small, cannot be entirely dismissed, although extensive efforts have been made to rule these out.
Extensions to the ΛCDM Model
If systematic errors prove insufficient to explain the tension, modifications to the Lambda-CDM model become a strong candidate. Various extensions have been proposed, each aiming to alleviate the S8 tension by altering the growth of structure or the effective matter density.
Varying Dark Energy Equation of State
The Lambda-CDM model assumes a constant dark energy equation of state, $w = -1$. A dynamical dark energy component, where $w$ is not constant or slightly deviates from -1, could potentially alter the expansion history and thus the growth of structure, leading to a different S8. For instance, a dark energy component that was stronger in the past could suppress structure growth more effectively.
Neutrino Mass Variations
The standard Lambda-CDM model includes neutrinos with a small but non-zero mass. Active neutrinos are relativistic in the early universe, free-streaming out of gravitational potential wells and suppressing the growth of structure on small scales. Increasing the sum of neutrino masses beyond the standard model’s minimal value (< 0.06 eV) would lead to a greater suppression of structure growth, effectively lowering S8 expected from the CMB. While CMB data already set stringent upper limits on neutrino masses, subtle increases could still contribute to alleviating the tension.
Modified Gravity Theories
If gravity deviates from General Relativity on cosmological scales, it could alter the growth of matter perturbations. Such modified gravity theories could, for example, lead to a weaker gravitational pull at late times compared to General Relativity, thus suppressing the growth of structure and bringing LSS S8 measurements into alignment with CMB predictions. These theories often introduce additional degrees of freedom or modify the gravitational potential.
Interacting Dark Matter/Dark Energy
The possibility that dark matter and dark energy are not entirely non-interacting might also offer a solution. An interaction, such as dark energy decaying into dark matter or vice-versa, could alter the effective densities and pressure of these components, affecting the growth of structure. For example, if dark energy provided a frictional drag on dark matter, it would slow down the aggregation of matter, reducing S8.
Early Dark Energy (EDE)
Early Dark Energy (EDE) is a proposed modification where a small fraction of dark energy is present and significant at early times (around recombination) and then quickly dilutes. EDE can affect the sound horizon and thus CMB measurements of $H_0$, but it also affects the growth of structure. Some EDE models can relieve the Hubble tension by increasing $H_0$ but can exacerbate the S8 tension by leading to an even higher S8 from CMB data.
New Physics Beyond ΛCDM
The most exciting, yet most speculative, explanations involve entirely new physics, hinting at a universe more complex than presently understood.
Primordial Features
Deviations from the scale-invariant power spectrum of primordial perturbations assumed in Lambda-CDM could alter the predicted S8. For instance, a suppression of power on large scales or an enhancement on small scales could affect the extrapolated S8 from the CMB. However, current CMB data strongly supports a nearly scale-invariant spectrum.
Self-Interacting Dark Matter (SIDM)
Self-interacting dark matter (SIDM) proposes that dark matter particles can scatter off each other. While primarily proposed to address small-scale issues in galaxy formation (like the “core-cusp problem”), SIDM could also influence the growth of structure on larger scales, potentially affecting S8. Stronger interactions could lead to smoother dark matter halos, reducing the lensing signal.
Dark Acoustic Oscillations
This exotic scenario suggests that dark matter or a separate dark sector interacts with dark radiation, leading to acoustic oscillations in the dark sector. These “dark sound waves” could leave an imprint on the matter power spectrum, potentially altering the growth of structure and thus S8.
Future Prospects

The S8 tension is a vibrant area of research, acting as a critical probe of our understanding of the universe. Future observational programs are poised to provide even more precise data, potentially unveiling the true nature of this discrepancy.
Next-Generation LSS Surveys
Upcoming LSS surveys will offer unprecedented statistical power and systematic control.
Euclid
The Euclid mission, launched in 2023, will map the 3D distribution of two billion galaxies over one-third of the sky. Its primary goal is to probe the nature of dark energy and dark matter through precise measurements of weak lensing and galaxy clustering. Euclid is designed to deliver S8 measurements with significantly reduced statistical and systematic uncertainties.
Vera C. Rubin Observatory (LSST)
The Legacy Survey of Space and Time (LSST) at the Vera C. Rubin Observatory will survey the entire visible sky every few nights for a decade. This unprecedented volume of data will provide a wealth of information for weak lensing studies, offering another independent and highly precise S8 measurement.
Roman Space Telescope
The Nancy Grace Roman Space Telescope, slated for launch in the mid-2020s, will conduct wide-field infrared surveys, providing high-resolution imaging and spectroscopic data. Its lensing surveys and galaxy clustering measurements will further enhance our ability to constrain S8 and other cosmological parameters.
Complementary Probes
Beyond LSS surveys, other cosmological probes will continue to contribute to the S8 debate.
Cluster Abundances
The abundance of galaxy clusters as a function of redshift is highly sensitive to $\sigma_8$ and $\Omega_m$. Future X-ray, optical, and microwave surveys (e.g., with the Square Kilometre Array, SKA) will significantly improve these measurements, offering an independent constraint on S8.
Kinetic Sunyaev-Zel’dovich (kSZ) Effect
The kSZ effect, caused by the scattering of CMB photons off moving electrons in galaxy clusters, is a direct probe of the velocity fields of large-scale structure. It offers a unique constraint on the growth rate of structure and thus S8, complementing insights from RSD.
High-Redshift CMB (CMB-S4, LiteBIRD)
While not directly measuring S8 from the early universe, future CMB experiments like CMB-S4 and LiteBIRD will significantly improve constraints on other cosmological parameters, potentially tightening the Lambda-CDM predictions for S8 or revealing subtle deviations from the standard model that could be relevant to the tension.
By accumulating an even more comprehensive and precise dataset, these next-generation experiments will act as rigorous arbiters, either solidifying the S8 tension as a sign of new physics or systematically eliminating methodological discrepancies. The resolution of the S8 tension is poised to be a defining moment in an era of precision cosmology, potentially ushering in a revised understanding of the universe’s fundamental constituents and evolution.
FAQs
What is the S8 tension in cosmology?
The S8 tension refers to a discrepancy between measurements of the parameter S8, which quantifies the amplitude of matter fluctuations in the universe, obtained from different cosmological observations. Specifically, values derived from the cosmic microwave background (CMB) data tend to be higher than those from large-scale structure surveys, indicating a potential inconsistency in our understanding of cosmic structure growth.
How does the S8 tension relate to structure growth in the universe?
S8 is directly related to the growth of cosmic structures such as galaxies and galaxy clusters. A higher S8 value suggests stronger clustering of matter, while a lower value indicates less clustering. The tension implies that the rate or amplitude of structure growth inferred from early universe observations (like the CMB) does not fully match that observed in the late universe through galaxy surveys.
What are the possible explanations for the S8 tension?
Several explanations have been proposed, including systematic errors in measurements, unaccounted-for astrophysical effects, or the need for new physics beyond the standard cosmological model (ΛCDM). Some theories suggest modifications to dark energy, dark matter properties, or gravity could resolve the tension.
How do cosmologists measure the S8 parameter?
S8 is measured using data from the cosmic microwave background, weak gravitational lensing surveys, galaxy clustering, and redshift-space distortions. These methods analyze the distribution and evolution of matter fluctuations across different cosmic epochs to estimate the amplitude of structure growth.
Why is resolving the S8 tension important for cosmology?
Resolving the S8 tension is crucial because it tests the consistency of the standard cosmological model and our understanding of fundamental physics. If the tension persists, it may indicate new physics or require revisions to current theories about dark matter, dark energy, or gravity, thereby deepening our knowledge of the universe’s evolution.
