diff --git a/apps/elf-eval/src/bin/real_world_job_benchmark/job_reports.rs b/apps/elf-eval/src/bin/real_world_job_benchmark/job_reports.rs
index e9807287..94aca5ea 100644
--- a/apps/elf-eval/src/bin/real_world_job_benchmark/job_reports.rs
+++ b/apps/elf-eval/src/bin/real_world_job_benchmark/job_reports.rs
@@ -4,7 +4,6 @@ mod job_report_domain_metrics;
 mod job_report_evolution;
 mod job_report_misc;
 mod job_report_scoring;
-mod local_organizer_reports;
 
 pub(super) use self::{
 	consolidation_reports::{
@@ -21,5 +20,5 @@ pub(super) use self::{
 	job_report_evolution::{EvolutionJobReport, EvolutionSummary},
 	job_report_misc::{FollowUpReport, PrivateCorpusRedaction},
 	job_report_scoring::{FailureCounts, JobMetrics, JobScoring, ScoreboardRankedMetrics},
-	local_organizer_reports::LocalOrganizerJobReport,
 };
+pub(super) use crate::LocalOrganizerJobReport;
diff --git a/apps/elf-eval/src/bin/real_world_job_benchmark/job_reports/local_organizer_reports.rs b/apps/elf-eval/src/bin/real_world_job_benchmark/job_reports/local_organizer_reports.rs
deleted file mode 100644
index bee40f09..00000000
--- a/apps/elf-eval/src/bin/real_world_job_benchmark/job_reports/local_organizer_reports.rs
+++ /dev/null
@@ -1 +0,0 @@
-pub(crate) use crate::LocalOrganizerJobReport;
diff --git a/apps/elf-eval/src/bin/real_world_job_benchmark/quantitative/metrics/per_query/query_metrics/ranking.rs b/apps/elf-eval/src/bin/real_world_job_benchmark/quantitative/metrics/per_query/query_metrics/ranking.rs
index e9d7dbf7..86c4949f 100644
--- a/apps/elf-eval/src/bin/real_world_job_benchmark/quantitative/metrics/per_query/query_metrics/ranking.rs
+++ b/apps/elf-eval/src/bin/real_world_job_benchmark/quantitative/metrics/per_query/query_metrics/ranking.rs
@@ -1,14 +1,21 @@
-mod average_precision;
-mod ndcg;
-mod reciprocal_rank;
-
-use crate::BTreeMap;
+use crate::{BTreeMap, BTreeSet};
 
 pub(super) fn reciprocal_rank(
 	candidates: &[String],
 	relevance: &BTreeMap<String, f64>,
 ) -> Option<f64> {
-	reciprocal_rank::reciprocal_rank(candidates, relevance)
+	if super::positive_qrel_count(relevance) == 0 {
+		return None;
+	}
+
+	Some(
+		candidates
+			.iter()
+			.position(|candidate| {
+				relevance.get(candidate.as_str()).is_some_and(|grade| *grade > 0.0)
+			})
+			.map_or(0.0, |index| 1.0 / (index + 1) as f64),
+	)
 }
 
 pub(super) fn ndcg_at_k(
@@ -16,12 +23,56 @@ pub(super) fn ndcg_at_k(
 	relevance: &BTreeMap<String, f64>,
 	k: usize,
 ) -> Option<f64> {
-	ndcg::ndcg_at_k(candidates, relevance, k)
+	if super::positive_qrel_count(relevance) == 0 {
+		return None;
+	}
+
+	let dcg = candidates
+		.iter()
+		.take(k)
+		.enumerate()
+		.map(|(index, candidate)| {
+			relevance.get(candidate.as_str()).copied().unwrap_or(0.0).max(0.0)
+				/ ((index + 2) as f64).log2()
+		})
+		.sum::<f64>();
+	let mut ideal = relevance.values().copied().filter(|grade| *grade > 0.0).collect::<Vec<_>>();
+
+	ideal.sort_by(|left, right| right.total_cmp(left));
+
+	let idcg = ideal
+		.iter()
+		.take(k)
+		.enumerate()
+		.map(|(index, grade)| grade / ((index + 2) as f64).log2())
+		.sum::<f64>();
+
+	Some(if idcg > 0.0 { dcg / idcg } else { 0.0 })
 }
 
 pub(super) fn average_precision(
 	candidates: &[String],
 	relevance: &BTreeMap<String, f64>,
 ) -> Option<f64> {
-	average_precision::average_precision(candidates, relevance)
+	let positive_count = super::positive_qrel_count(relevance);
+
+	if positive_count == 0 {
+		return None;
+	}
+
+	let mut hit_count = 0;
+	let mut precision_sum = 0.0;
+	let mut seen = BTreeSet::new();
+
+	for (index, candidate) in candidates.iter().enumerate() {
+		if !seen.insert(candidate.as_str()) {
+			continue;
+		}
+		if relevance.get(candidate.as_str()).is_some_and(|grade| *grade > 0.0) {
+			hit_count += 1;
+			precision_sum += hit_count as f64 / (index + 1) as f64;
+		}
+	}
+
+	Some(precision_sum / positive_count as f64)
 }
diff --git a/apps/elf-eval/src/bin/real_world_job_benchmark/quantitative/metrics/per_query/query_metrics/ranking/average_precision.rs b/apps/elf-eval/src/bin/real_world_job_benchmark/quantitative/metrics/per_query/query_metrics/ranking/average_precision.rs
deleted file mode 100644
index 13c196ca..00000000
--- a/apps/elf-eval/src/bin/real_world_job_benchmark/quantitative/metrics/per_query/query_metrics/ranking/average_precision.rs
+++ /dev/null
@@ -1,28 +0,0 @@
-use crate::{BTreeMap, BTreeSet, quantitative::metrics::per_query::query_metrics};
-
-pub(super) fn average_precision(
-	candidates: &[String],
-	relevance: &BTreeMap<String, f64>,
-) -> Option<f64> {
-	let positive_count = query_metrics::positive_qrel_count(relevance);
-
-	if positive_count == 0 {
-		return None;
-	}
-
-	let mut hit_count = 0;
-	let mut precision_sum = 0.0;
-	let mut seen = BTreeSet::new();
-
-	for (index, candidate) in candidates.iter().enumerate() {
-		if !seen.insert(candidate.as_str()) {
-			continue;
-		}
-		if relevance.get(candidate.as_str()).is_some_and(|grade| *grade > 0.0) {
-			hit_count += 1;
-			precision_sum += hit_count as f64 / (index + 1) as f64;
-		}
-	}
-
-	Some(precision_sum / positive_count as f64)
-}
diff --git a/apps/elf-eval/src/bin/real_world_job_benchmark/quantitative/metrics/per_query/query_metrics/ranking/ndcg.rs b/apps/elf-eval/src/bin/real_world_job_benchmark/quantitative/metrics/per_query/query_metrics/ranking/ndcg.rs
deleted file mode 100644
index 540d2f66..00000000
--- a/apps/elf-eval/src/bin/real_world_job_benchmark/quantitative/metrics/per_query/query_metrics/ranking/ndcg.rs
+++ /dev/null
@@ -1,33 +0,0 @@
-use crate::{BTreeMap, quantitative::metrics::per_query::query_metrics};
-
-pub(super) fn ndcg_at_k(
-	candidates: &[String],
-	relevance: &BTreeMap<String, f64>,
-	k: usize,
-) -> Option<f64> {
-	if query_metrics::positive_qrel_count(relevance) == 0 {
-		return None;
-	}
-
-	let dcg = candidates
-		.iter()
-		.take(k)
-		.enumerate()
-		.map(|(index, candidate)| {
-			relevance.get(candidate.as_str()).copied().unwrap_or(0.0).max(0.0)
-				/ ((index + 2) as f64).log2()
-		})
-		.sum::<f64>();
-	let mut ideal = relevance.values().copied().filter(|grade| *grade > 0.0).collect::<Vec<_>>();
-
-	ideal.sort_by(|left, right| right.total_cmp(left));
-
-	let idcg = ideal
-		.iter()
-		.take(k)
-		.enumerate()
-		.map(|(index, grade)| grade / ((index + 2) as f64).log2())
-		.sum::<f64>();
-
-	Some(if idcg > 0.0 { dcg / idcg } else { 0.0 })
-}
diff --git a/apps/elf-eval/src/bin/real_world_job_benchmark/quantitative/metrics/per_query/query_metrics/ranking/reciprocal_rank.rs b/apps/elf-eval/src/bin/real_world_job_benchmark/quantitative/metrics/per_query/query_metrics/ranking/reciprocal_rank.rs
deleted file mode 100644
index 99956367..00000000
--- a/apps/elf-eval/src/bin/real_world_job_benchmark/quantitative/metrics/per_query/query_metrics/ranking/reciprocal_rank.rs
+++ /dev/null
@@ -1,19 +0,0 @@
-use crate::{BTreeMap, quantitative::metrics::per_query::query_metrics};
-
-pub(super) fn reciprocal_rank(
-	candidates: &[String],
-	relevance: &BTreeMap<String, f64>,
-) -> Option<f64> {
-	if query_metrics::positive_qrel_count(relevance) == 0 {
-		return None;
-	}
-
-	Some(
-		candidates
-			.iter()
-			.position(|candidate| {
-				relevance.get(candidate.as_str()).is_some_and(|grade| *grade > 0.0)
-			})
-			.map_or(0.0, |index| 1.0 / (index + 1) as f64),
-	)
-}
diff --git a/apps/elf-eval/src/bin/real_world_job_benchmark/quantitative/product_manifest/export/rows.rs b/apps/elf-eval/src/bin/real_world_job_benchmark/quantitative/product_manifest/export/rows.rs
index e29f4f74..2e1923db 100644
--- a/apps/elf-eval/src/bin/real_world_job_benchmark/quantitative/product_manifest/export/rows.rs
+++ b/apps/elf-eval/src/bin/real_world_job_benchmark/quantitative/product_manifest/export/rows.rs
@@ -1,4 +1,55 @@
-mod per_query;
-mod product;
+use crate::{QuantitativeBenchmarkRow, QuantitativePerQueryRow, RealWorldReport};
 
-pub(super) use self::{per_query::exported_per_query_rows, product::exported_product_row};
+pub(super) fn exported_product_row(
+	source_row: &QuantitativeBenchmarkRow,
+	product: &str,
+	adapter_id: &str,
+	adapter_name: &str,
+) -> QuantitativeBenchmarkRow {
+	let mut row = source_row.clone();
+
+	row.product = product.to_string();
+	row.adapter_id = adapter_id.to_string();
+	row.adapter_name = adapter_name.to_string();
+	row.claim_boundary = concat!(
+		"Exported from a generated real_world_job_report quantitative row; ",
+		"import remains subject to same-corpus, per-query, explicit-qrel, and leaderboard gates."
+	)
+	.to_string();
+
+	row
+}
+
+pub(super) fn exported_per_query_rows(
+	report: &RealWorldReport,
+	source_product: &str,
+	source_adapter_id: &str,
+	product: &str,
+	adapter_id: &str,
+) -> Vec<QuantitativePerQueryRow> {
+	report
+		.quantitative_scoreboard
+		.per_query_rows
+		.iter()
+		.filter(|row| row.product == source_product && row.adapter_id == source_adapter_id)
+		.map(|row| exported_per_query_row(row, product, adapter_id))
+		.collect()
+}
+
+fn exported_per_query_row(
+	source_row: &QuantitativePerQueryRow,
+	product: &str,
+	adapter_id: &str,
+) -> QuantitativePerQueryRow {
+	let mut row = source_row.clone();
+
+	row.product = product.to_string();
+	row.adapter_id = adapter_id.to_string();
+	row.claim_boundary = concat!(
+		"Exported from generated report per-query quantitative evidence; ",
+		"import does not relax paired-significance or leaderboard gates."
+	)
+	.to_string();
+
+	row
+}
diff --git a/apps/elf-eval/src/bin/real_world_job_benchmark/quantitative/product_manifest/export/rows/per_query.rs b/apps/elf-eval/src/bin/real_world_job_benchmark/quantitative/product_manifest/export/rows/per_query.rs
deleted file mode 100644
index fcc61d9e..00000000
--- a/apps/elf-eval/src/bin/real_world_job_benchmark/quantitative/product_manifest/export/rows/per_query.rs
+++ /dev/null
@@ -1,35 +0,0 @@
-use crate::{QuantitativePerQueryRow, RealWorldReport};
-
-pub(in crate::quantitative::product_manifest::export) fn exported_per_query_rows(
-	report: &RealWorldReport,
-	source_product: &str,
-	source_adapter_id: &str,
-	product: &str,
-	adapter_id: &str,
-) -> Vec<QuantitativePerQueryRow> {
-	report
-		.quantitative_scoreboard
-		.per_query_rows
-		.iter()
-		.filter(|row| row.product == source_product && row.adapter_id == source_adapter_id)
-		.map(|row| exported_per_query_row(row, product, adapter_id))
-		.collect()
-}
-
-fn exported_per_query_row(
-	source_row: &QuantitativePerQueryRow,
-	product: &str,
-	adapter_id: &str,
-) -> QuantitativePerQueryRow {
-	let mut row = source_row.clone();
-
-	row.product = product.to_string();
-	row.adapter_id = adapter_id.to_string();
-	row.claim_boundary = concat!(
-		"Exported from generated report per-query quantitative evidence; ",
-		"import does not relax paired-significance or leaderboard gates."
-	)
-	.to_string();
-
-	row
-}
diff --git a/apps/elf-eval/src/bin/real_world_job_benchmark/quantitative/product_manifest/export/rows/product.rs b/apps/elf-eval/src/bin/real_world_job_benchmark/quantitative/product_manifest/export/rows/product.rs
deleted file mode 100644
index 2551c2ff..00000000
--- a/apps/elf-eval/src/bin/real_world_job_benchmark/quantitative/product_manifest/export/rows/product.rs
+++ /dev/null
@@ -1,21 +0,0 @@
-use crate::QuantitativeBenchmarkRow;
-
-pub(in crate::quantitative::product_manifest::export) fn exported_product_row(
-	source_row: &QuantitativeBenchmarkRow,
-	product: &str,
-	adapter_id: &str,
-	adapter_name: &str,
-) -> QuantitativeBenchmarkRow {
-	let mut row = source_row.clone();
-
-	row.product = product.to_string();
-	row.adapter_id = adapter_id.to_string();
-	row.adapter_name = adapter_name.to_string();
-	row.claim_boundary = concat!(
-		"Exported from a generated real_world_job_report quantitative row; ",
-		"import remains subject to same-corpus, per-query, explicit-qrel, and leaderboard gates."
-	)
-	.to_string();
-
-	row
-}