Data gaps in Earth Science

Representative open questions

Showing 30 of 143 — one per source paper, highest-quality first.

• A decision tree to guide precautionary and adaptive tiering in marine nursery identification and management (2026) · doi

  The framework does not address how citizen science monitoring and community-based observational data can be integrated into marine nursery identification to overcome distributional monitoring gaps in data-limited regions. Specific validation protocols are needed to assess accuracy thresholds for species identification in citizen science fish nursery surveys.

• Integrative evidence reveals adaptive divergence and speciation in gentoo penguins (2026) · doi

  The paper integrates species distribution modeling (biomod2) with climate data (Turner et al. 2005, 2017) to project Gentoo Penguin range shifts, but does not incorporate fine-scale oceanographic variables (sea surface temperature, ice concentration, prey availability) specific to foraging habitats during breeding versus non-breeding seasons. Dynamic species distribution models coupling breeding and non-breeding niche requirements with decadal-resolution oceanographic datasets are required to improve predictive accuracy.

• The impact of aerosol-ice nuclei-cloud interactions on a typical spring dust-precipitation event in China (2026) · doi

  The study evaluated aerosol-IN-cloud interactions for only a single spring dust-precipitation event in China. Multiple case studies across different seasons (summer, autumn, winter) and varying dust concentration levels are needed to validate the generalizability of the online aerosol-IN nucleation scheme and its precipitation simulation improvements.

• The 2022 hydraulic stimulation at Utah FORGE: investigating fracturing mechanisms and testing forecasting approaches (2026) · doi

  Real-time seismicity catalogs often contain processing artifacts that can strongly degrade forecasting model performance, but this study used a manually and automatically checked catalog. The impact of catalog quality, waveform processing errors, and automated detection artifacts on the physics-informed machine learning and hydromechanical forecasting models requires systematic investigation.

• Identifying regions that can constrain anthropogenic Hg emissions uncertainties through modelling (2026) · doi

  Arctic summertime re-emission of mercury from the cryosphere (Araujo et al., 2022) is identified as a significant process using mercury isotope evidence, but the paper does not specify how this re-emission source should be quantified and included in regional emission constraint models, or what additional measurements from the cryosphere are needed to reduce uncertainty in this feedback mechanism.

• Spatial perspective on environmental migration: Empirical insights from a spatiotemporal approach in the United States, 1970–2010 (2026) · doi

  The spatiotemporal approach to environmental migration analysis in this study covers only the 1970–2010 period in the United States; extension of this spatial regression methodology to post-2010 data and comparison with more recent climate extremes and migration patterns would clarify whether the identified spatial dynamics persist under contemporary environmental conditions.

• Assessing the outdoor thermal comfort impact of nature-based urban interventions in dense informal settlement upgrading processes: the case of Barrio 20 in Buenos Aires (2026) · doi

  The study identifies a severe tree deficit in Barrio 20 (one tree per 50 inhabitants versus citywide average of one per seven), but does not quantify the specific thermal cooling capacity thresholds required for different informal settlement densities, nor does it establish minimum vegetation coverage targets needed to buffer extreme temperature impacts in similarly constrained urban contexts.

• Revisiting the global budget of atmospheric glyoxal: updates on terrestrial and marine precursor emissions, chemistry, and impacts on atmospheric oxidation capacity (2026) · doi

  The Henry's law constants for glyoxal and its precursors (formaldehyde, isoprene oxidation products) need refinement across different temperature and salinity regimes relevant to marine boundary layer conditions, as current values may not accurately represent air-sea partitioning in tropical and polar regions.

• Global atmospheric methanol emissions inferred from IASI satellite measurements and aircraft data (2026) · doi

  Soil pH distribution for SO2 ground resistance calculation (Eq. A15) is obtained from Hengl et al. (2017), but the applicability of this global soil pH map to regional methanol deposition modeling and the impact of soil pH uncertainty on the inversion results are not quantified.

• Dynamics of island mass effect – Part 2: Phytoplankton physiological responses (2026) · doi

  The comparison of in situ bio-optical properties (chlorophyll a, backscattering coefficient, iron stress index) between inbound and outbound transects is confounded by different water masses being sampled, particularly for the Society Islands where 38 days separated the two transects; concurrent temporal sampling or Lagrangian tracking of the same water masses is needed to isolate island mass effect processes.

• CMIP7 Data Request: atmosphere priorities and opportunities (2026) · doi

  Instantaneous ozone sampling methodology (first day of every month) versus monthly-mean climatological ozone fields for radiation scheme diagnostics creates temporal discontinuities that require evaluation. The impact of this sampling frequency mismatch on the accuracy of methane and ozone radiative forcing estimates in CMIP7 models has not been quantified.

• Remote sensing image enhancement and water eutrophication prediction based on atmospheric-water multimodal information fusion (2026) · doi

  The atmospheric parameters are sourced from multiple cities surrounding Taihu Lake, but the spatial interpolation method for assigning atmospheric data to lake grid cells and the sensitivity of predictions to interpolation accuracy or sparse atmospheric monitoring stations are not discussed.

• Transport of volcanic aerosol from the Raikoke eruption in 2019 through the Northern Hemisphere (2026) · doi

  The paper uses ERA5 reanalysis at 0.3° × 0.3° spatial and 1 h temporal resolution for primary simulations, but only compares output against coarser ERA5 configurations (1° × 1° at 6 h resolution) in the appendix; systematic sensitivity analysis of how ERA5 resolution affects CLaMS tracer distribution accuracy for volcanic aerosol transport is not provided.

• Fracture Complexity and Seismicity Influenced by Mineral Heterogeneity and Fluid Viscosity in Hydraulic Fracturing of Simulated Crystalline Rock (2026) · doi

  G1 exhibits both larger b-value reduction with viscosity changes and higher grain-scale heterogeneity compared to G2, but the paper does not establish a quantitative correlation between heterogeneity metrics (such as grain boundary density, grain size variance, or elastic property contrast) and the magnitude of viscosity-induced seismicity changes.

• Potential of micro glass/nano glass/fibreglass as pollutants species in environmental matrices (2026) · doi

  Spectral libraries for distinguishing engineered glass from natural silicate minerals show significant overlap in both FTIR and Raman modes. Development, validation, and standardization of spectral libraries specific to manufactured glass formulations across different environments (soils, sediments, water, aerosols) is lacking.

• A garden of forking paths: an ecosystem-based fisheries management case study of Florida red tides (2026) · doi

  The paper notes that some ecosystem issues may have no immediate fishery management response due to insufficient information, but does not specify which knowledge gaps about red tide formation, propagation, or ecosystem effects on the West Florida Shelf are most critical to prioritize for research recommendations to overcome statutory authority limitations.

• Unraveling non-monotonic responses of the El Niño–Southern Oscillation to post-2100 global warming (2026) · doi

  The EOF-based separation of Eastern Pacific (EP) versus Central Pacific (CP) ENSO flavors explained only 88.3% of variance in the first two modes; the contribution of higher EOF modes (3+) to ENSO diversity and their potential shifts under post-2100 warming levels have not been characterized.

• Linking hosts, landscapes, and climate to advance zoonotic arbovirus forecasting (2026) · doi

  The eBird relative abundance dataset represents 'typical year' patterns averaged across multiple years, but the paper does not assess how inter-annual variation in bird migration timing affects correlation estimates with EEEV seroprevalence during the observed 2005-2019 period.

• The interplay of habitat quality and temperature shape demographic patterns of mule deer (Odocoileus hemionus) in North America (2026) · doi

  The study documented that herd units experienced an average of 9.5 months of severe drought (scPDSI < -3) over five-year periods, but did not quantify how cumulative drought duration versus intensity affects mule deer age ratios, nor did it model potential non-linear or lagged demographic responses to prolonged drought conditions.

• Marine chemistry special issue: Aerosol chemistry and impacts on the ocean (2010) · doi

  Phosphorus bioavailability from aerosol deposition is understudied relative to iron and aluminum. Anderson et al. (2010) raise the question of what aerosol phosphorus associations can reveal about P bioavailability, but quantitative data on fractional solubility of different aerosol phosphorus forms (organic, inorganic, particulate, dissolved) and their biological uptake efficiency are sparse.

• Climate Change, Food Security, and Scheduled Caste Women’s Livelihoods: A Field-Based Study of Rajnagar Block, Birbhum, West Bengal (2026) · doi

  The study documents that 46% of Scheduled Caste women have no access to support systems, but does not investigate the specific barriers (administrative, informational, or structural) preventing their enrollment in government schemes and NGO programs in Rajnagar Block. A detailed analysis of these exclusion mechanisms would be necessary to design targeted interventions.

• Environmental chemistry is the importance of chemistry to the environment (2014) · doi

  Struvite crystallization for nutrient recovery from wastewater has been reported to reduce nitrogen and phosphorus, thereby mitigating eutrophication, but the paper does not specify optimal conditions (pH, temperature, magnesium-to-phosphorus ratio) for maximizing slow-release fertilizer yield or comparative N2O emission data versus conventional urea at field scales.

• Turf Algae Monitoring on Artificial Reefs Using Underwater Photography and ImageJ (2026) · doi

  The study is limited to a single artificial reef site (Damas Beach) with only 16 reef units; turf algae monitoring using underwater photography and ImageJ must be expanded across multiple geographic locations and reef systems to validate whether sediment-cover relationships and colonization dynamics are consistent across different environmental contexts.

• Atmospheric moisture transport anomalies and vegetation response in arid coastal ecosystems: insights from the 2017 coastal El Niño in northern Peru (2026) · doi

  The analysis does not explicitly couple moisture transport diagnostics with soil moisture dynamics and local precipitation processes; future work must integrate soil moisture data and precipitation measurements with water vapor transport metrics to resolve the indirect linkages between atmospheric moisture supply potential and actual vegetation activity.

• Earthquake Induced Landslide Identification to Support Landuse Planning in Rapid Growing Settlements Area of Imogiri and Dlingo Sub-District, Yogyakarta (2026) · doi

  The study uses Landsat-based classification for landuse change detection between 2013-2022, but does not specify the minimum mapping unit or validation accuracy achieved for distinguishing settlement encroachment into medium-susceptibility areas (64.08 km², 57% of study area). Finer-resolution multispectral or SAR data validation would be needed to refine settlement boundary delineation in steep terrain where shadow and slope distortion affect classification.

• From Installation to Preservation: An Inspection-Based Case Study of Drainage Vulnerability During Active Construction (2026) · doi

  The paper addresses site-scale sediment-control reinforcement through perimeter fencing and erosion maintenance but does not quantify the relationship between sediment fence placement distance from active drainage features and the effectiveness of preventing sediment entry during concurrent construction activities. Field studies measuring sediment transport pathways relative to sediment fence location are needed.

• Machine learning driven land surface temperature prediction and urban heat risk assessment in the Gambia (2026) · doi

  High-quality satellite imagery is absent for the 2000–2005 period in the Greater Banjul Area, creating a critical temporal gap that prevents decadal comparisons of land surface temperature (LST) trends and limits validation of the machine learning model's predictive accuracy across longer time scales.

• Atmospheric Simulation Chambers in the ACTRIS Research Infrastructure (2026) · doi

  Multiple studies document secondary organic aerosol formation from α-pinene ozonolysis in atmospheric chambers, but direct systematic comparison of hygroscopicity and optical properties across different chamber designs, wall materials, and operating conditions (humidity, temperature, residence time) is lacking, preventing chamber-independent validated datasets for climate modeling.

• Coal seam porosity and water resources estimation based on big data analysis and deep learning models: A case study in the Surat Basin, Australia (2026) · doi

  Image logs from 21 wells captured 919 fractures total, but the authors acknowledge that 'smaller scale cleats are prominent but not captured' by image log interpretation in coal seams. The study does not investigate how undetected cleat networks at sub-image-log resolution affect the discrete fracture network (DFN) model predictions of coal seam porosity and permeability in the Surat Basin.

• Comprehensive study of anthropogenically unstable territory around the Rivne NPP, Ukraine (2026) · doi

  The study creates multi-layered GIS integrating infrastructure, settlements, vegetation, and hydrography with geodynamic monitoring data, but does not include integration with socio-economic and environmental data for multi-criteria risk assessment. Future research should develop specific protocols for coupling vertical displacement maps from DInSAR with socio-economic vulnerability indices and environmental data for comprehensive infrastructure risk management around nuclear facilities.