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CDR Updates from Carbon Drawdown Initiative · Mar 16, 2026

(9/9) Overall Discussion and Conclusion

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Carolina Rabini · CDR Updates from Carbon Drawdown Initiative

We recommend starting with the intro in Part 1 of this series.

Our results underline a simple point: Total alkalinity (TA) is central for quantifying CO₂ removal in enhanced weathering via leachate, but measuring TA frequently enough is hard.

At the dataset-wide level, we found strong correlations between TA and:

  • EC

  • Ca²⁺

  • Mg²⁺

This supports the idea that simpler measurements can carry the alkalinity signal — at least under stable conditions — and can make MRV more scalable. But the same dataset exposes the core caveat: Proxy relationships that are valid “in general” can fail in specific soil–feedstock combinations or at certain times/events.

When stratifying the data, the EC–TA relationship often deviated from the overall trend — and sometimes disappeared entirely. Even Ca²⁺ and Mg²⁺, which are fundamentally tied to alkalinity formation, were not perfectly coherent with TA in every treatment at micro-scale.

This is likely driven by the complexity of soil systems: soils can store, exchange, and transform ions in ways that change what ends up in leachate.

After excluding disturbance phases, EC correlates with TA at r ~0.95. That is encouraging because EC can be measured cheaply and continuously.

pH is important chemistry, but it does not track alkalinity export reliably enough for quantification.

Initial soil disturbance (setup) and fertilizer pulses can generate large EC shifts without corresponding alkalinity changes. EC sensors are therefore valuable as anomaly detectors, but calibration must be revisited after such events.

Some soil–feedstock combinations show robust EC–TA relationships. Others do not. That variability means: If EC is used as a proxy, it must be calibrated and validated for each site and over time, with continued cross-checks against TA measurements.

In a field deployment (where you cannot titrate everything all the time), the most defensible approach is hybrid:

  1. Use low-cost EC sensors to collect high-frequency or even continuous data in situ.

  2. Use periodic TA measurements to anchor and recalibrate the EC–TA relationship (now you can build a continuous TA data set from the continuous EC data).

  3. Optionally include periodic Ca²⁺/Mg²⁺ to cross-check geochemical consistency and help diagnose anomalies.

  4. Treat EC spikes as a prompt to investigate: fertilization, rain flush, irrigation changes, sensor drift, or other interventions.

EC fills the temporal gaps; TA is the quality control that keeps the method honest.

We explicitly ran a greenhouse mesocosm experiment, the following aspects of course affect our results which might make it harder to compare the results with outdoor field data/results:

  • no prolonged dry/wet cycles

  • controlled temperature (>19°C year-round)

  • regular watering

  • forced leachate collection at a defined outlet depth

  • German soils only

  • limited feedstock set (mostly (ultra)mafic silicates plus selected industrial materials)

Field deployments add hydrology complexity, crop-cycles, management variability, and climatic extremes. So the macro-scale correlations we observed provide a baseline expectation, not a universal rule.

We also could not answer two logical next questions from this dataset alone:

  • Which soil or feedstock parameters control CDR performance and/or EC–TA stability?

  • Which soil processes govern the fate of weathering products (retention, secondary phases, biomass pathways)?

Answering those requires a broader dataset and additional soil analyses (extractions, cation retention pools, secondary carbonate formation, biomass, etc.).

Despite these challenges, integrating low-cost sensors into EW monitoring can significantly improve data resolution and reduce MRV costs.

The strongest conclusion we can support from this work is:

Calibrated EC sensors, combined with intermittent TA measurements, can enable cost-effective, high-frequency tracking of EW-induced alkalinity export — but only when the EC–TA relationship is stable for that specific site, and only with ongoing recalibration and event handling.

Download the full PDF companion report (PDF, 4 MB, DOI https://doi.org/10.13140/RG.2.2.23232.39688) which is the reference backbone for the series. The data is available on Github https://github.com/dirkpaessler/carbdown_greenhouse_2023_2024 and via DOI https://doi.org/10.5281/zenodo.18360183.

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