Data & Methodology — Schenectady County

Full contaminant data, sample history, and sourcing for Schenectady County. For readers who want to go beyond the summary.

Contaminant Data — All Analytes

5818 total samples analyzed across 23 analytes. Data spans 1947 to 2022.

Contaminant Samples Years Detection Rate Distribution LowModHigh vs. Limit vs. NY Avg
Radon 17 1993–2021 100%
33% of limit ↓ 74% below
Iron 20 1947–1963 95%
33% of limit ↓ 79% below
Lead 30 1972–2021 100%
4% of limit ↓ 92% below
PFOA municipal 16 2023–2025 12%
0% of limit
Chloride 80 1947–2019 100%
9% of limit ↓ 84% below
Sulfate 5 1947–1950 80%
18% of limit ~ typical
Fluoride 5 1948–1969 80%
6% of limit ↑ 25% above
Arsenic 3 1970–1974 67%
15% of limit ↓ 62% below
Uranium 10 2002–2016 100%
1% of limit ↓ 61% below
PFHxS municipal 16 2023–2025 38%
0% of limit
PFNA municipal 16 2023–2025 0%
0% of limit
HFPO-DA (GenX) municipal 16 2023–2025 0%
0% of limit
PFOS municipal 16 2023–2025 0%
0% of limit
pH 6 1948–1969 100% ~ typical
Sodium 59 1948–2016 100% ↓ 59% below
Manganese 1 1947 0%
Nitrate 1 1959 0%
Fecal Coliform 1 1977 0%
Total Coliform 1 2006 0%
E. coli 1 2006 0%
PFBS municipal 16 2023–2025 0%
Hardness 11 2001–2011 100% ↑ 52% above
Nitrite 1 1969 0%

Distribution shows the share of samples in each concentration band relative to the EPA Maximum Contaminant Level (MCL): Low = below half the MCL, Moderate = between half and the MCL, High = above the MCL. Analytes without an MCL (e.g. sodium, pH) show — in the limit columns. State average is based on county median values across NY.

Data Coverage & Gaps

Well-sampled analytes (15+ samples)

  • Radon 17 samples
  • Iron 20 samples
  • Lead 30 samples
  • PFOA 16 samples
  • Chloride 80 samples
  • PFNA 16 samples
  • HFPO-DA (GenX) 16 samples
  • PFOS 16 samples
  • Sodium 59 samples

Limited data (<15 samples) — interpret with caution

  • Sulfate 5 samples
  • Fluoride 5 samples
  • Arsenic 3 samples
  • Uranium 10 samples
  • pH 6 samples
  • Manganese 1 sample
  • Nitrate 1 sample
  • Fecal Coliform 1 sample
  • Total Coliform 1 sample
  • E. coli 1 sample
  • Hardness 11 samples
  • Nitrite 1 sample

CDC Health Outcome Correlations

Where contaminants detected in Schenectady County have established associations with specific health outcomes, we cross-reference CDC PLACES county-level prevalence data. This is a contextual signal, not a causal claim.

Contaminant Associated Condition Schenectady County Prevalence NY Average Source Year
Lead Heart disease rate 5.3% 6.4% 2020
PFOA Cancer prevalence 7.1% 6.7% 2020

Source: CDC PLACES county-level estimates. Raw data: Download Schenectady County CDC PLACES data →

Data Sources

This report aggregates data from the following public databases:

Methodology

Raw records are downloaded from the Water Quality Portal and normalized to µg/L (ppb). Records are deduplicated by sample ID and date, and certified outliers are excluded. Analyte names are mapped to EPA canonical forms. Detection rates, distribution bands, and MCL comparisons are computed from the normalized dataset.

Distribution bands use the EPA Maximum Contaminant Level as the threshold: concentrations below 50% of the MCL are classed as Low, between 50% and 100% as Moderate, and above 100% as High. For analytes without an MCL (sodium, hardness, pH), distribution is not computed.

State comparison uses the median of county median values across all counties in NY with at least one sample for that analyte.

Last updated: 2026-05-27

Full methodology →