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Manufacturing (machinery and discrete)

Pack file: catalog/industries/manufacturing in ambient-core.

Workspace demo (screenshots) · Catalog consumption

Industry summary​

Industry code

ISIC Rev.4 2819

21 metrics · 16 data options

NAICS 2022
333999
NACE Rev.2
28.19
GICS 2023
201060

Taxonomy tags from ambient-core pack.yaml / manifest v3 (analysis lens, not legal-entity self-classification). Coverage notes: catalog-industry-coverage.md.

Data options (16)​

Accounts payable aging​

Catalog key Allmanufacturingds-ap-aging

Fields

date
date
supplier_name
string
bill_id
id
bill_date
date
due_date
date
amount_due
decimal
days_outstanding
string
aging_bucket
string
accounts_payable
decimal
cogs
string
days
string
days_inventory_outstanding
string

Accounts receivable aging​

Catalog key Allmanufacturingds-ar-aging

Fields

date
date
customer_name
string
invoice_id
id
invoice_date
date
due_date
date
amount_due
decimal
days_outstanding
string
aging_bucket
string
accounts_receivable
decimal
total_credit_sales
decimal
days
string
days_inventory_outstanding
string

Balance sheet​

Catalog key Allmanufacturingds-balance-sheet

Fields

date
date
period_end_date
date
inventory
string

Bank statements​

Catalog key Allmanufacturingds-bank-statements

Fields

date
date
transaction_date
date
account_id
id
description
string
amount
decimal
direction
string
balance
string
currency
currency
net_income
string
non_cash_charges
string
increase_in_working_capital
string
cash_out
string
cash_in
string
current_cash_balance
string

General ledger​

Catalog key Allmanufacturingds-general-ledger

Fields

date
date
account_code
id
account_name
decimal
journal_entry_id
id
debit
string
credit
string
period
enum
currency
currency

Inventory records​

Catalog key Allmanufacturingds-inventory-records

Fields

date
date
sku
string
warehouse
string
quantity_on_hand
string
unit_cost
decimal
reorder_point
string
inventory_value
string

Production output logs​

Catalog key Allmanufacturingds-production-output

Fields

date
date
line_id
id
shift
string
units_produced
string
units_defective
string
planned_runtime_min
string
actual_runtime_min
string

Trial balance​

Catalog key Allmanufacturingds-trial-balance

Fields

date
date
account_code
id
account_name
decimal
debit_balance
string
credit_balance
string
period
enum

CMMS maintenance logs​

Catalog key MfgCmms903CatalogOptionKey03

Fields

date
date
asset_id
id
downtime_minutes
string
reason_code
id
planned_flag
string

ERP general ledger (manufacturing)​

Catalog key MfgErp902CatalogOptionKey02

Fields

date
date
account_code
id
account_name
decimal
debit
string
credit
string
balance
string
cost_center
decimal

MES production export​

Catalog key MfgMes901CatalogOptionKey01

Fields

date
date
line_id
id
work_order_id
id
units_produced
string
units_scrapped
string
run_minutes
string
planned_minutes
string
availability
string
performance
string
quality
string
scrapped_units
string
total_units
decimal
total_manufacturing_cogs
decimal

Quality inspection logs​

Catalog key MfgQual904CatalogOptionKey04

Fields

date
date
lot_id
id
units_inspected
string
units_failed
string
defect_code
id
scrapped_units
string
total_units
decimal

Accounting Software​

Catalog key manufacturing.core.accounting_software

Fields

date
date
period_start_date
date
period_end_date
date
revenue
decimal
cogs
decimal
cost_of_goods
decimal
operating_expenses
decimal
net_income
decimal
produce_revenue
decimal
total_production_cost
decimal
total_operational_cost
decimal

Financial statements​

Catalog key manufacturing.core.financial_statements

Fields

date
date
statement_type
enum
period_start_date
date
period_end_date
date

HR records​

Catalog key manufacturing.core.hr_records

Fields

date
date
headcount
decimal

Payroll records​

Catalog key manufacturing.core.payroll_records

Fields

date
date
period_start_date
date
period_end_date
date
headcount
decimal
gross_pay
decimal
net_pay
decimal
employer_taxes
decimal
labor_cost
decimal
revenue
decimal
net_income
decimal
total_labor_costs
decimal
total_harvested_kg
decimal
total_production_cost
decimal
total_operational_cost
decimal
drivers_left
decimal
total_drivers
decimal
total_maintenance_costs
decimal
total_miles
decimal

Metrics (21)​

Capacity Utilization​

  • ID: 1073
  • Type: Operational
  • Unit: %
  • Description: Share of available production capacity actually used.
  • Inputs: actual_output, max_output
  • Methodology: Capacity Utilization = (Actual Output / Maximum Possible Output) × 100
  • Calculation: actual_output / max_output * 100
  • Catalog key: Allmanufacturingmfg-capacity-utilization

Unplanned Downtime​

  • ID: 904
  • Type: Operational
  • Unit: Minutes
  • Description: Hours or minutes of production stoppage not scheduled for maintenance.
  • Methodology: Sum of unplanned stop events from CMMS or MES downtime codes
  • Calculation: No machine-readable calc — directly reported or qualitative.
  • Catalog key: MfgDownt904CatalogMetricKey04

Inventory Turnover​

  • ID: 903
  • Type: Financial
  • Unit: Turns
  • Description: How often inventory is sold or consumed and replaced over a period.
  • Inputs: cogs, average_inventory
  • Methodology: Inventory Turnover = COGS / Average Inventory Value
  • Calculation: cogs / average_inventory
  • Catalog key: MfgInvTurn903CatalogMetricKey03

Overall Equipment Effectiveness (OEE)​

  • ID: 901
  • Type: Operational
  • Unit: %
  • Description: Composite utilization of manufacturing equipment (availability × performance × quality).
  • Inputs: availability, performance, quality
  • Methodology: OEE = Availability × Performance × Quality (each as % of ideal)
  • Calculation: availability * performance * quality
  • Catalog key: MfgOee901CatalogMetricKey01

Scrap Rate​

  • ID: 902
  • Type: Operational
  • Unit: %
  • Description: Share of production output rejected or reworked due to quality defects.
  • Inputs: scrapped_units, total_units
  • Methodology: Scrap Rate = (Scrapped Units / Total Units Produced) × 100
  • Calculation: scrapped_units / total_units * 100
  • Catalog key: MfgScrap902CatalogMetricKey02

Unit Cost of Goods Sold​

  • ID: 905
  • Type: Financial
  • Unit: Currency (e.g., USD)
  • Description: Fully loaded cost to produce one unit of finished goods.
  • Inputs: total_manufacturing_cogs, units_produced
  • Methodology: Unit COGS = Total Manufacturing COGS / Units Produced
  • Calculation: total_manufacturing_cogs / units_produced
  • Catalog key: MfgUnitCogs905CatalogMetricKey05

Monthly Burn Rate​

  • ID: 1001
  • Type: Financial
  • Unit: Currency/month
  • Description: Net cash consumed per month (negative net operating cash flow).
  • Inputs: cash_out, cash_in
  • Methodology: Net Burn = Cash Out − Cash In (per month)
  • Calculation: cash_out - cash_in
  • Catalog key: manufacturing.core.burn_rate

Cash Conversion Cycle​

  • ID: 989
  • Type: Financial
  • Unit: Days
  • Description: Days to convert investments in inventory and receivables back into cash.
  • Inputs: days_inventory_outstanding
  • Methodology: CCC = DSO + Days Inventory Outstanding − DPO
  • Calculation: dso + days_inventory_outstanding - dpo
  • Catalog key: manufacturing.core.ccc

Current Ratio​

  • ID: 929
  • Type: Financial
  • Unit: Ratio
  • Description: Short-term liquidity: ability to cover current liabilities with current assets.
  • Inputs: current_assets, current_liabilities
  • Methodology: Current Ratio = Current Assets / Current Liabilities
  • Calculation: current_assets / current_liabilities
  • Catalog key: manufacturing.core.current_ratio

Days Payable Outstanding (DPO)​

  • ID: 983
  • Type: Financial
  • Unit: Days
  • Description: Average number of days the business takes to pay its suppliers.
  • Inputs: accounts_payable, cogs, days
  • Methodology: DPO = (Accounts Payable / COGS) × Number of Days
  • Calculation: accounts_payable / cogs * days
  • Catalog key: manufacturing.core.dpo

Days Sales Outstanding (DSO)​

  • ID: 977
  • Type: Financial
  • Unit: Days
  • Description: Average number of days to collect cash after a sale.
  • Inputs: accounts_receivable, total_credit_sales, days
  • Methodology: DSO = (Accounts Receivable / Total Credit Sales) × Number of Days
  • Calculation: accounts_receivable / total_credit_sales * days
  • Catalog key: manufacturing.core.dso

EBITDA Margin​

  • ID: 953
  • Type: Financial
  • Unit: %
  • Description: Core operating cash profitability before interest, tax, depreciation and amortization.
  • Inputs: ebitda, revenue
  • Methodology: EBITDA Margin = (EBITDA / Revenue) × 100
  • Calculation: ebitda / revenue * 100
  • Catalog key: manufacturing.core.ebitda_margin

Gross Profit Margin​

  • ID: 941
  • Type: Financial
  • Unit: %
  • Description: Share of revenue retained after the direct cost of goods sold.
  • Inputs: revenue, cogs
  • Methodology: Gross Margin = ((Revenue − COGS) / Revenue) × 100
  • Calculation: (revenue - cogs) / revenue * 100
  • Catalog key: manufacturing.core.gross_margin

Headcount (FTE)​

  • ID: 1081
  • Type: Operational
  • Unit: Count
  • Description: Period-end count of active full-time-equivalent employees. A directly measured input, not a derived ratio.
  • Methodology: Period-end count of active employees expressed as full-time equivalents (directly measured, not calculated).
  • Calculation: No machine-readable calc — directly reported or qualitative.
  • Catalog key: manufacturing.core.headcount

Net Profit Margin​

  • ID: 959
  • Type: Financial
  • Unit: %
  • Description: Bottom-line profitability after all costs, interest and tax.
  • Inputs: net_income, revenue
  • Methodology: Net Profit Margin = (Net Income / Revenue) × 100
  • Calculation: net_income / revenue * 100
  • Catalog key: manufacturing.core.net_margin

Operating Cash Flow​

  • ID: 995
  • Type: Financial
  • Unit: Currency (e.g., USD)
  • Description: Cash generated by core operations during the period.
  • Inputs: net_income, non_cash_charges, increase_in_working_capital
  • Methodology: Operating Cash Flow = Net Income + Non-Cash Charges − Increase in Working Capital
  • Calculation: net_income + non_cash_charges - increase_in_working_capital
  • Catalog key: manufacturing.core.operating_cash_flow

Operating Margin (EBIT)​

  • ID: 947
  • Type: Financial
  • Unit: %
  • Description: Operating profitability after operating expenses (EBIT margin).
  • Inputs: operating_income, revenue
  • Methodology: Operating Margin = (Operating Income / Revenue) × 100
  • Calculation: operating_income / revenue * 100
  • Catalog key: manufacturing.core.operating_margin

Quick Ratio (Acid Test)​

  • ID: 935
  • Type: Financial
  • Unit: Ratio
  • Description: Acid-test liquidity excluding inventory — most conservative short-term solvency view.
  • Inputs: current_assets, inventory, current_liabilities
  • Methodology: Quick Ratio = (Current Assets − Inventory) / Current Liabilities
  • Calculation: (current_assets - inventory) / current_liabilities
  • Catalog key: manufacturing.core.quick_ratio

Revenue Growth Rate​

  • ID: 965
  • Type: Financial
  • Unit: %
  • Description: Period-over-period revenue growth rate.
  • Inputs: revenue, revenue_prior
  • Methodology: Revenue Growth = ((Current Period Revenue − Prior Period Revenue) / Prior Period Revenue) × 100
  • Calculation: (revenue - revenue_prior) / revenue_prior * 100
  • Catalog key: manufacturing.core.revenue_growth

Cash Runway​

  • ID: 1007
  • Type: Financial
  • Unit: Months
  • Description: Number of months of cash remaining at the current net burn rate.
  • Inputs: current_cash_balance
  • Methodology: Runway (months) = Current Cash Balance / Monthly Net Burn
  • Calculation: current_cash_balance / burn_rate
  • Catalog key: manufacturing.core.runway

Working Capital​

  • ID: 971
  • Type: Financial
  • Unit: Currency (e.g., USD)
  • Description: Operating liquidity available to fund day-to-day operations.
  • Inputs: current_assets, current_liabilities
  • Methodology: Working Capital = Current Assets − Current Liabilities
  • Calculation: current_assets - current_liabilities
  • Catalog key: manufacturing.core.working_capital

Data engineering pipeline​

Ambient Core ships the catalog (typed data options and metrics) and ambient_pipeline helpers. Lakehouse jobs and schedules live in the application repository that pins a core tag.

Canonical order: map columns → coerce types → unpivot → stamp lineage → (optional Silver validate) → contract assert → write. Gold vertical products evaluate catalog formulas with ambient_calc after Silver.

How this pack feeds the pipeline​

Further reading: Catalog consumption · Pipeline governance helpers

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