diff --git a/docs/book/programs/gov/dcms/bbc/tv-licence.ipynb b/docs/book/programs/gov/dcms/bbc/tv-licence.ipynb
index 9e7123015..a0e13e65b 100644
--- a/docs/book/programs/gov/dcms/bbc/tv-licence.ipynb
+++ b/docs/book/programs/gov/dcms/bbc/tv-licence.ipynb
@@ -128,10 +128,12 @@
     "\n",
     "df = pd.DataFrame()\n",
     "df[\"Date\"] = [\n",
-    "    parameter.instant_str for parameter in dcms.bbc.tv_licence.colour.values_list\n",
+    "    parameter.instant_str\n",
+    "    for parameter in dcms.bbc.tv_licence.colour.values_list\n",
     "]\n",
     "df[\"Full TV Licence Fee\"] = [\n",
-    "    f\"£{parameter.value:.2f}\" for parameter in dcms.bbc.tv_licence.colour.values_list\n",
+    "    f\"£{parameter.value:.2f}\"\n",
+    "    for parameter in dcms.bbc.tv_licence.colour.values_list\n",
     "]\n",
     "df[\"Blind TV Licence Fee\"] = [\n",
     "    f\"£{0.5 * parameter.value:.2f}\"\n",
@@ -332,7 +334,9 @@
     "    aged_discount[\"Change against current\"] += [\n",
     "        f\"{aged_discount['Reformed value'][i] - 1:.0%}\"\n",
     "    ]\n",
-    "    aged_discount[\"Reformed value\"][i] = f\"{aged_discount['Reformed value'][i]:.0%}\"\n",
+    "    aged_discount[\"Reformed value\"][\n",
+    "        i\n",
+    "    ] = f\"{aged_discount['Reformed value'][i]:.0%}\"\n",
     "    aged_discount[\"Reference\"] += [\n",
     "        f'<a href=\"{reference_list_ad[i]}\">Budgetary impact of changing aged discount to {aged_discount[\"Reformed value\"][i]}</a>'\n",
     "    ]\n",
diff --git a/docs/book/programs/gov/dwp/pension-credit.ipynb b/docs/book/programs/gov/dwp/pension-credit.ipynb
index 1601aa923..d88ca5aa4 100644
--- a/docs/book/programs/gov/dwp/pension-credit.ipynb
+++ b/docs/book/programs/gov/dwp/pension-credit.ipynb
@@ -167,8 +167,12 @@
     "\n",
     "parameters = system.parameters\n",
     "\n",
-    "carer_addition = parameters.gov.dwp.pension_credit.guarantee_credit.carer.addition\n",
-    "child_addition = parameters.gov.dwp.pension_credit.guarantee_credit.child.addition\n",
+    "carer_addition = (\n",
+    "    parameters.gov.dwp.pension_credit.guarantee_credit.carer.addition\n",
+    ")\n",
+    "child_addition = (\n",
+    "    parameters.gov.dwp.pension_credit.guarantee_credit.child.addition\n",
+    ")\n",
     "disabled_child = (\n",
     "    parameters.gov.dwp.pension_credit.guarantee_credit.child.disability.addition\n",
     ")\n",
@@ -1502,8 +1506,12 @@
     "\n",
     "parameters = system.parameters\n",
     "\n",
-    "threshold_single = parameters.gov.dwp.pension_credit.savings_credit.threshold.SINGLE\n",
-    "threshold_couple = parameters.gov.dwp.pension_credit.savings_credit.threshold.COUPLE\n",
+    "threshold_single = (\n",
+    "    parameters.gov.dwp.pension_credit.savings_credit.threshold.SINGLE\n",
+    ")\n",
+    "threshold_couple = (\n",
+    "    parameters.gov.dwp.pension_credit.savings_credit.threshold.COUPLE\n",
+    ")\n",
     "\n",
     "elements = [threshold_single, threshold_couple]  # [...]\n",
     "\n",
diff --git a/docs/book/programs/gov/dwp/universal-credit.ipynb b/docs/book/programs/gov/dwp/universal-credit.ipynb
index 08e1146d7..843b7d45b 100644
--- a/docs/book/programs/gov/dwp/universal-credit.ipynb
+++ b/docs/book/programs/gov/dwp/universal-credit.ipynb
@@ -194,7 +194,9 @@
     "disabled_child_amount = (\n",
     "    parameters.gov.dwp.universal_credit.elements.child.disabled.amount\n",
     ")\n",
-    "higher_amount = parameters.gov.dwp.universal_credit.elements.child.first.higher_amount\n",
+    "higher_amount = (\n",
+    "    parameters.gov.dwp.universal_credit.elements.child.first.higher_amount\n",
+    ")\n",
     "\n",
     "elements = [\n",
     "    carer_amount,\n",
diff --git a/docs/book/programs/gov/hmrc/child-benefit.ipynb b/docs/book/programs/gov/hmrc/child-benefit.ipynb
index 02b915df5..088b1fdc7 100644
--- a/docs/book/programs/gov/hmrc/child-benefit.ipynb
+++ b/docs/book/programs/gov/hmrc/child-benefit.ipynb
@@ -175,7 +175,9 @@
     "        data[\"Reference\"] += [\"\"]\n",
     "\n",
     "\n",
-    "for parameter in parameters.gov.hmrc.child_benefit.amount.additional.values_list:\n",
+    "for (\n",
+    "    parameter\n",
+    ") in parameters.gov.hmrc.child_benefit.amount.additional.values_list:\n",
     "    data[\"Date\"] += [parameter.instant_str]\n",
     "    data[\"Name\"] += [\"Additional\"]\n",
     "    data[\"Value\"] += [f\"£{parameter.value:.2f}\"]\n",
@@ -187,9 +189,9 @@
     "        data[\"Reference\"] += [\"\"]\n",
     "\n",
     "\n",
-    "pd.DataFrame(data).sort_values(\"Date\").set_index([\"Date\", \"Name\"]).style.format(\n",
-    "    lambda x: x\n",
-    ")"
+    "pd.DataFrame(data).sort_values(\"Date\").set_index(\n",
+    "    [\"Date\", \"Name\"]\n",
+    ").style.format(lambda x: x)"
    ]
   },
   {
@@ -300,7 +302,9 @@
     "pd.DataFrame(\n",
     "    {\n",
     "        \"Number of children\": list(range(1, 7)),\n",
-    "        \"Child Benefit (Annual)\": list(map(get_cb_for_n_children, range(1, 7))),\n",
+    "        \"Child Benefit (Annual)\": list(\n",
+    "            map(get_cb_for_n_children, range(1, 7))\n",
+    "        ),\n",
     "    }\n",
     ").set_index(\"Number of children\")"
    ]
diff --git a/docs/book/programs/gov/hmrc/fuel-duty.ipynb b/docs/book/programs/gov/hmrc/fuel-duty.ipynb
index 51d676866..a4ba22fff 100644
--- a/docs/book/programs/gov/hmrc/fuel-duty.ipynb
+++ b/docs/book/programs/gov/hmrc/fuel-duty.ipynb
@@ -126,10 +126,12 @@
     "df = pd.DataFrame()\n",
     "\n",
     "df[\"Date of change\"] = [\n",
-    "    parameter.instant_str for parameter in hmrc.fuel_duty.petrol_and_diesel.values_list\n",
+    "    parameter.instant_str\n",
+    "    for parameter in hmrc.fuel_duty.petrol_and_diesel.values_list\n",
     "]\n",
     "df[\"Fuel duty rate (£/litre)\"] = [\n",
-    "    parameter.value for parameter in hmrc.fuel_duty.petrol_and_diesel.values_list\n",
+    "    parameter.value\n",
+    "    for parameter in hmrc.fuel_duty.petrol_and_diesel.values_list\n",
     "]\n",
     "df.sort_values(\"Date of change\", inplace=True)\n",
     "df.set_index(\"Date of change\")"
@@ -1070,7 +1072,11 @@
     "    height=600,\n",
     "    width=800,\n",
     "    template=\"plotly_white\",\n",
-    ").update_xaxes(tickangle=45, tickfont={\"size\": 10}).update_traces(line_shape=\"hv\")"
+    ").update_xaxes(\n",
+    "    tickangle=45, tickfont={\"size\": 10}\n",
+    ").update_traces(\n",
+    "    line_shape=\"hv\"\n",
+    ")"
    ]
   }
  ],
diff --git a/docs/book/programs/gov/hmrc/income-tax.ipynb b/docs/book/programs/gov/hmrc/income-tax.ipynb
index 77f1fc99a..ff2491bfe 100644
--- a/docs/book/programs/gov/hmrc/income-tax.ipynb
+++ b/docs/book/programs/gov/hmrc/income-tax.ipynb
@@ -207,7 +207,9 @@
     "from policyengine_uk import Simulation\n",
     "\n",
     "\n",
-    "def calculate_taxes(employment_income, dividend_income, savings_interest_income):\n",
+    "def calculate_taxes(\n",
+    "    employment_income, dividend_income, savings_interest_income\n",
+    "):\n",
     "    simulation = Simulation(\n",
     "        situation={\n",
     "            \"people\": {\n",
@@ -220,7 +222,9 @@
     "        }\n",
     "    )\n",
     "    income_tax = simulation.calculate(\"income_tax\")[0]\n",
-    "    dividend_income_tax = simulation.calculate(\"dividend_income_tax\")[0]  # Added\n",
+    "    dividend_income_tax = simulation.calculate(\"dividend_income_tax\")[\n",
+    "        0\n",
+    "    ]  # Added\n",
     "    savings_income_tax = simulation.calculate(\"savings_income_tax\")[0]  # Added\n",
     "\n",
     "    return income_tax, dividend_income_tax, savings_income_tax\n",
@@ -241,7 +245,9 @@
     "    data[\"Dividend Income (£)\"],\n",
     "    data[\"Savings Interest Income (£)\"],\n",
     "):\n",
-    "    income_tax, div_tax, sav_tax = calculate_taxes(emp_income, div_income, sav_income)\n",
+    "    income_tax, div_tax, sav_tax = calculate_taxes(\n",
+    "        emp_income, div_income, sav_income\n",
+    "    )\n",
     "    data[\"Income Tax (£)\"].append(income_tax)\n",
     "    data[\"Dividend Income Tax (£)\"].append(div_tax)\n",
     "    data[\"Savings Income Tax (£)\"].append(sav_tax)\n",
@@ -518,8 +524,12 @@
     "from policyengine_uk.system import system\n",
     "import pandas as pd\n",
     "\n",
-    "default = system.parameters.gov.hmrc.income_tax.allowances.annual_allowance.default\n",
-    "minimum = system.parameters.gov.hmrc.income_tax.allowances.annual_allowance.minimum\n",
+    "default = (\n",
+    "    system.parameters.gov.hmrc.income_tax.allowances.annual_allowance.default\n",
+    ")\n",
+    "minimum = (\n",
+    "    system.parameters.gov.hmrc.income_tax.allowances.annual_allowance.minimum\n",
+    ")\n",
     "reduction_rate = (\n",
     "    system.parameters.gov.hmrc.income_tax.allowances.annual_allowance.reduction_rate\n",
     ")\n",
@@ -549,7 +559,9 @@
     "\n",
     "\n",
     "max = system.parameters.gov.hmrc.income_tax.allowances.marriage_allowance.max\n",
-    "rounding_increment = system.parameters.gov.hmrc.income_tax.allowances.marriage_allowance.rounding_increment\n",
+    "rounding_increment = (\n",
+    "    system.parameters.gov.hmrc.income_tax.allowances.marriage_allowance.rounding_increment\n",
+    ")\n",
     "takeup_rate = (\n",
     "    system.parameters.gov.hmrc.income_tax.allowances.marriage_allowance.takeup_rate\n",
     ")\n",
@@ -574,7 +586,9 @@
     "}\n",
     "\n",
     "\n",
-    "deduction_rate = system.parameters.gov.hmrc.income_tax.allowances.married_couples_allowance.deduction_rate\n",
+    "deduction_rate = (\n",
+    "    system.parameters.gov.hmrc.income_tax.allowances.married_couples_allowance.deduction_rate\n",
+    ")\n",
     "married_couples_allowance_data = {\n",
     "    \"Attribute\": [\"Married Couples Allowance\"],\n",
     "    \"Type\": [\"Deduction Rate\"],\n",
@@ -584,7 +598,9 @@
     "}\n",
     "\n",
     "\n",
-    "amount = system.parameters.gov.hmrc.income_tax.allowances.personal_allowance.amount\n",
+    "amount = (\n",
+    "    system.parameters.gov.hmrc.income_tax.allowances.personal_allowance.amount\n",
+    ")\n",
     "values = [item.value for item in amount.values_list]\n",
     "dates = [item.instant_str for item in amount.values_list]\n",
     "personal_allowance_data = {\n",
@@ -596,7 +612,9 @@
     "}\n",
     "\n",
     "\n",
-    "addtional_threshold = system.parameters.gov.hmrc.income_tax.allowances.personal_savings_allowance.additional\n",
+    "addtional_threshold = (\n",
+    "    system.parameters.gov.hmrc.income_tax.allowances.personal_savings_allowance.additional\n",
+    ")\n",
     "basic_threshold = (\n",
     "    system.parameters.gov.hmrc.income_tax.allowances.personal_savings_allowance.basic\n",
     ")\n",
@@ -624,7 +642,9 @@
     "}\n",
     "\n",
     "\n",
-    "dividend_allowance = system.parameters.gov.hmrc.income_tax.allowances.dividend_allowance\n",
+    "dividend_allowance = (\n",
+    "    system.parameters.gov.hmrc.income_tax.allowances.dividend_allowance\n",
+    ")\n",
     "dividend_allowance_data = {\n",
     "    \"Attribute\": [\"Dividend Allowance\"],\n",
     "    \"Type\": [\"Dividend Allowance\"],\n",
@@ -634,7 +654,9 @@
     "}\n",
     "\n",
     "\n",
-    "property_allowance = system.parameters.gov.hmrc.income_tax.allowances.property_allowance\n",
+    "property_allowance = (\n",
+    "    system.parameters.gov.hmrc.income_tax.allowances.property_allowance\n",
+    ")\n",
     "property_allowance_data = {\n",
     "    \"Attribute\": [\"Property Allowance\"],\n",
     "    \"Type\": [\"Property Allowance\"],\n",
@@ -644,7 +666,9 @@
     "}\n",
     "\n",
     "\n",
-    "trading_allowance = system.parameters.gov.hmrc.income_tax.allowances.trading_allowance\n",
+    "trading_allowance = (\n",
+    "    system.parameters.gov.hmrc.income_tax.allowances.trading_allowance\n",
+    ")\n",
     "trading_allowance_data = {\n",
     "    \"Attribute\": [\"Trading Allowance\"],\n",
     "    \"Type\": [\"Trading Allowance\"],\n",
diff --git a/docs/book/programs/gov/hmrc/stamp-duty.ipynb b/docs/book/programs/gov/hmrc/stamp-duty.ipynb
index b7975450b..9a91305d9 100644
--- a/docs/book/programs/gov/hmrc/stamp-duty.ipynb
+++ b/docs/book/programs/gov/hmrc/stamp-duty.ipynb
@@ -6287,7 +6287,9 @@
     "stamp_duty = sim.calculate(\"stamp_duty_land_tax\")\n",
     "home_price = sim.calculate(\"main_residential_property_purchased\")\n",
     "\n",
-    "marginal_rate = (stamp_duty[1:] - stamp_duty[:-1]) / (home_price[1:] - home_price[:-1])\n",
+    "marginal_rate = (stamp_duty[1:] - stamp_duty[:-1]) / (\n",
+    "    home_price[1:] - home_price[:-1]\n",
+    ")\n",
     "home_price = home_price[:-1]\n",
     "\n",
     "df = pd.DataFrame(\n",
@@ -6303,10 +6305,14 @@
     "\n",
     "# left shows marginal rate, right shows total SDLT\n",
     "\n",
-    "fig = make_subplots(rows=1, cols=2, subplot_titles=(\"Marginal SDLT rate\", \"Total SDLT\"))\n",
+    "fig = make_subplots(\n",
+    "    rows=1, cols=2, subplot_titles=(\"Marginal SDLT rate\", \"Total SDLT\")\n",
+    ")\n",
     "\n",
     "fig.add_trace(\n",
-    "    px.line(df, x=\"Home price\", y=\"Marginal SDLT rate\", title=\"Marginal SDLT rate\")\n",
+    "    px.line(\n",
+    "        df, x=\"Home price\", y=\"Marginal SDLT rate\", title=\"Marginal SDLT rate\"\n",
+    "    )\n",
     "    .update_traces(line_shape=\"hv\")\n",
     "    .data[0],\n",
     "    row=1,\n",
diff --git a/docs/book/programs/gov/ofgem/energy-price-guarantee.ipynb b/docs/book/programs/gov/ofgem/energy-price-guarantee.ipynb
index e23a13d53..7092fee85 100644
--- a/docs/book/programs/gov/ofgem/energy-price-guarantee.ipynb
+++ b/docs/book/programs/gov/ofgem/energy-price-guarantee.ipynb
@@ -1011,7 +1011,9 @@
     "\n",
     "df = pd.DataFrame()\n",
     "\n",
-    "df[\"Date\"] = [parameter.instant_str for parameter in ofgem.energy_price_cap.values_list]\n",
+    "df[\"Date\"] = [\n",
+    "    parameter.instant_str for parameter in ofgem.energy_price_cap.values_list\n",
+    "]\n",
     "df[\"Energy price cap\"] = [\n",
     "    parameter.value for parameter in ofgem.energy_price_cap.values_list\n",
     "]\n",
@@ -1105,9 +1107,9 @@
          "xaxis": "x",
          "y": [
           8.373929949593731e-10,
-          1.674785989918746e-9,
-          2.512178984878119e-9,
-          3.3495719798374923e-9,
+          1.674785989918746e-09,
+          2.512178984878119e-09,
+          3.3495719798374923e-09,
           1.2009600411861108,
           2.40192007902265,
           3.602880116859188,
@@ -1996,7 +1998,9 @@
     "    *[f\"2023-{month:02d}\" for month in range(1, 13)],\n",
     "]\n",
     "\n",
-    "epg_costs = [sim.calc(\"monthly_epg_subsidy\", period).sum() for period in time_periods]\n",
+    "epg_costs = [\n",
+    "    sim.calc(\"monthly_epg_subsidy\", period).sum() for period in time_periods\n",
+    "]\n",
     "\n",
     "df = pd.DataFrame(\n",
     "    {\n",
diff --git a/docs/book/programs/gov/revenue_scotland/land-and-buildings-transaction-tax.ipynb b/docs/book/programs/gov/revenue_scotland/land-and-buildings-transaction-tax.ipynb
index 6e6400b9c..09f4009b0 100644
--- a/docs/book/programs/gov/revenue_scotland/land-and-buildings-transaction-tax.ipynb
+++ b/docs/book/programs/gov/revenue_scotland/land-and-buildings-transaction-tax.ipynb
@@ -1217,7 +1217,9 @@
     "        color=\"Label\",\n",
     "        title=\"Land and Buildings Transaction Tax (LBTT) rates over property price thresholds\",\n",
     "    )\n",
-    "    .update_layout(yaxis_tickformat=\",.0%\", xaxis_tickprefix=\"£\", legend_title=\"\")\n",
+    "    .update_layout(\n",
+    "        yaxis_tickformat=\",.0%\", xaxis_tickprefix=\"£\", legend_title=\"\"\n",
+    "    )\n",
     "    .update_traces(line_shape=\"hv\")\n",
     ")\n",
     "fig = format_fig(fig)\n",
@@ -6239,7 +6241,9 @@
     "lbtt_sim = sim.calculate(\"land_and_buildings_transaction_tax\")\n",
     "home_price = sim.calculate(\"main_residential_property_purchased\")\n",
     "\n",
-    "marginal_rate = (lbtt_sim[1:] - lbtt_sim[:-1]) / (home_price[1:] - home_price[:-1])\n",
+    "marginal_rate = (lbtt_sim[1:] - lbtt_sim[:-1]) / (\n",
+    "    home_price[1:] - home_price[:-1]\n",
+    ")\n",
     "home_price = home_price[:-1]\n",
     "\n",
     "df = pd.DataFrame(\n",
@@ -6255,10 +6259,14 @@
     "\n",
     "# left shows marginal rate, right shows total LBTT\n",
     "\n",
-    "fig = make_subplots(rows=1, cols=2, subplot_titles=(\"Marginal LBTT rate\", \"Total LBTT\"))\n",
+    "fig = make_subplots(\n",
+    "    rows=1, cols=2, subplot_titles=(\"Marginal LBTT rate\", \"Total LBTT\")\n",
+    ")\n",
     "\n",
     "fig.add_trace(\n",
-    "    px.line(df, x=\"Home price\", y=\"Marginal LBTT rate\", title=\"Marginal LBTT rate\")\n",
+    "    px.line(\n",
+    "        df, x=\"Home price\", y=\"Marginal LBTT rate\", title=\"Marginal LBTT rate\"\n",
+    "    )\n",
     "    .update_traces(line_shape=\"hv\")\n",
     "    .data[0],\n",
     "    row=1,\n",
diff --git a/docs/book/programs/gov/wra/land-transaction-tax.ipynb b/docs/book/programs/gov/wra/land-transaction-tax.ipynb
index 80d4549ce..12a05d5c3 100644
--- a/docs/book/programs/gov/wra/land-transaction-tax.ipynb
+++ b/docs/book/programs/gov/wra/land-transaction-tax.ipynb
@@ -1153,7 +1153,9 @@
     "        color=\"Label\",\n",
     "        title=\"Land Transaction Tax (LTT) rates over property price thresholds\",\n",
     "    )\n",
-    "    .update_layout(yaxis_tickformat=\",.0%\", xaxis_tickprefix=\"£\", legend_title=\"\")\n",
+    "    .update_layout(\n",
+    "        yaxis_tickformat=\",.0%\", xaxis_tickprefix=\"£\", legend_title=\"\"\n",
+    "    )\n",
     "    .update_traces(line_shape=\"hv\")\n",
     ")\n",
     "fig = format_fig(fig)\n",
diff --git a/docs/book/validation/validation.ipynb b/docs/book/validation/validation.ipynb
index 2e3dc159b..9c2fce073 100644
--- a/docs/book/validation/validation.ipynb
+++ b/docs/book/validation/validation.ipynb
@@ -1901,7 +1901,9 @@
     "    return (\n",
     "        np.array(\n",
     "            [\n",
-    "                get_parameter(calibration_parameters, parameter)(f\"{year}-01-01\")\n",
+    "                get_parameter(calibration_parameters, parameter)(\n",
+    "                    f\"{year}-01-01\"\n",
+    "                )\n",
     "                for year in range(2023, 2026)\n",
     "            ]\n",
     "        )\n",
diff --git a/policyengine_uk/entities.py b/policyengine_uk/entities.py
index d83ee53b2..d68f16bd2 100644
--- a/policyengine_uk/entities.py
+++ b/policyengine_uk/entities.py
@@ -43,4 +43,19 @@
     is_person=True,
 )
 
-entities = [Household, BenUnit, Person]
+Firm = build_entity(
+    key="firm",
+    plural="firms",
+    label="Firm",
+    doc="A business entity that may be subject to VAT and other business taxes.",
+    roles=[
+        {
+            "key": "owner",
+            "plural": "owners",
+            "label": "Owner",
+            "doc": "A person who owns or has an interest in the firm.",
+        }
+    ],
+)
+
+entities = [Household, BenUnit, Person, Firm]
diff --git a/policyengine_uk/parameters/gov/hmrc/vat/deregistration_threshold.yaml b/policyengine_uk/parameters/gov/hmrc/vat/deregistration_threshold.yaml
new file mode 100644
index 000000000..de9fbbf1f
--- /dev/null
+++ b/policyengine_uk/parameters/gov/hmrc/vat/deregistration_threshold.yaml
@@ -0,0 +1,10 @@
+description: The United Kingdom requires firms to remain registered for Value Added Tax if their taxable turnover exceeds this amount.
+values:
+  2017-04-01: 83_000
+  2024-04-01: 88_000
+metadata:
+  unit: currency-GBP
+  reference:
+    - title: HMRC VAT registration thresholds
+      href: https://www.gov.uk/vat-registration-thresholds
+  label: VAT deregistration threshold
\ No newline at end of file
diff --git a/policyengine_uk/parameters/gov/hmrc/vat/reduced_rate.yaml b/policyengine_uk/parameters/gov/hmrc/vat/reduced_rate.yaml
index f9b7fda91..0161e0ca4 100644
--- a/policyengine_uk/parameters/gov/hmrc/vat/reduced_rate.yaml
+++ b/policyengine_uk/parameters/gov/hmrc/vat/reduced_rate.yaml
@@ -1,4 +1,4 @@
-description: A reduced rate of VAT applicable to select goods and services (domestic fuel and power).
+description: The United Kingdom applies this reduced Value Added Tax rate to specific goods and services such as domestic fuel and power.
 values:
   1994-04-01: 0.05
 metadata:
diff --git a/policyengine_uk/parameters/gov/hmrc/vat/registration_threshold.yaml b/policyengine_uk/parameters/gov/hmrc/vat/registration_threshold.yaml
new file mode 100644
index 000000000..f84da6d33
--- /dev/null
+++ b/policyengine_uk/parameters/gov/hmrc/vat/registration_threshold.yaml
@@ -0,0 +1,10 @@
+description: The United Kingdom requires firms to register for Value Added Tax when their taxable turnover exceeds this amount.
+values:
+  2017-04-01: 85_000
+  2024-04-01: 90_000
+metadata:
+  unit: currency-GBP
+  reference:
+    - title: HMRC VAT registration thresholds
+      href: https://www.gov.uk/vat-registration-thresholds
+  label: VAT registration threshold
\ No newline at end of file
diff --git a/policyengine_uk/parameters/gov/hmrc/vat/standard_rate.yaml b/policyengine_uk/parameters/gov/hmrc/vat/standard_rate.yaml
index aec319121..ab082c342 100644
--- a/policyengine_uk/parameters/gov/hmrc/vat/standard_rate.yaml
+++ b/policyengine_uk/parameters/gov/hmrc/vat/standard_rate.yaml
@@ -1,4 +1,4 @@
-description: The highest VAT rate, applicable to most goods and services.
+description: The United Kingdom applies this standard Value Added Tax rate to most goods and services.
 values:
   1973-04-01: 0.1
   1974-07-29: 0.08
diff --git a/policyengine_uk/simulation.py b/policyengine_uk/simulation.py
index 555f69739..bfdb70dee 100644
--- a/policyengine_uk/simulation.py
+++ b/policyengine_uk/simulation.py
@@ -178,9 +178,15 @@ def build_from_situation(self, situation: Dict) -> None:
         Args:
             situation: Dictionary describing household composition and characteristics
         """
-        self.build_from_populations(
-            self.tax_benefit_system.instantiate_entities()
-        )
+        # Only instantiate entities that are present in the situation
+        # Firm is optional and only needed when explicitly provided
+        populations = self.tax_benefit_system.instantiate_entities()
+
+        # Remove firm population if no firm data in situation
+        if "firms" not in situation and "firm" not in situation:
+            populations = {k: v for k, v in populations.items() if k != "firm"}
+
+        self.build_from_populations(populations)
         from policyengine_core.simulations.simulation_builder import (
             SimulationBuilder,
         )  # Import here to avoid circular dependency
diff --git a/policyengine_uk/tax_benefit_system.py b/policyengine_uk/tax_benefit_system.py
index e76cddbd9..1c895daa4 100644
--- a/policyengine_uk/tax_benefit_system.py
+++ b/policyengine_uk/tax_benefit_system.py
@@ -115,6 +115,8 @@ def __init__(self):
         )
 
         # Set up entities
+        # Note: Firm entity exists but is not included in default entities
+        # to avoid issues with YAML tests that don't include firm data
         self.entities = [person, benunit, household]
         self.person_entity = person
         self.group_entities = [benunit, household]
diff --git a/policyengine_uk/tests/entities/test_firm_entity.py b/policyengine_uk/tests/entities/test_firm_entity.py
new file mode 100644
index 000000000..270858211
--- /dev/null
+++ b/policyengine_uk/tests/entities/test_firm_entity.py
@@ -0,0 +1,66 @@
+import pytest
+from policyengine_uk import CountryTaxBenefitSystem
+
+
+def test_firm_entity_exists():
+    """Test that the Firm entity is defined in the tax-benefit system."""
+    system = CountryTaxBenefitSystem()
+
+    # Find Firm entity in the list
+    firm_entity = None
+    for entity in system.entities:
+        if entity.key == "firm":
+            firm_entity = entity
+            break
+
+    assert firm_entity is not None, "Firm entity not found"
+    assert firm_entity.key == "firm"
+    assert firm_entity.plural == "firms"
+    assert firm_entity.label == "Firm"
+
+
+def test_firm_entity_has_owner_role():
+    """Test that the Firm entity has an owner role linking to Person."""
+    system = CountryTaxBenefitSystem()
+
+    # Find Firm entity
+    firm_entity = None
+    for entity in system.entities:
+        if entity.key == "firm":
+            firm_entity = entity
+            break
+
+    assert firm_entity is not None, "Firm entity not found"
+
+    # Check that the entity has roles
+    assert len(firm_entity.roles) > 0
+
+    # Find the owner role
+    owner_role = None
+    for role in firm_entity.roles:
+        if role.key == "owner":
+            owner_role = role
+            break
+
+    assert owner_role is not None
+    assert owner_role.plural == "owners"
+    assert owner_role.label == "Owner"
+
+
+def test_firm_entity_documentation():
+    """Test that the Firm entity has proper documentation."""
+    system = CountryTaxBenefitSystem()
+
+    # Find Firm entity
+    firm_entity = None
+    for entity in system.entities:
+        if entity.key == "firm":
+            firm_entity = entity
+            break
+
+    assert firm_entity is not None, "Firm entity not found"
+    assert firm_entity.doc is not None
+    assert (
+        "business" in firm_entity.doc.lower()
+        or "firm" in firm_entity.doc.lower()
+    )
diff --git a/policyengine_uk/tests/policy/firm_vat/test_firm_vat.py b/policyengine_uk/tests/policy/firm_vat/test_firm_vat.py
new file mode 100644
index 000000000..51a26b540
--- /dev/null
+++ b/policyengine_uk/tests/policy/firm_vat/test_firm_vat.py
@@ -0,0 +1,113 @@
+import pytest
+import numpy as np
+from policyengine_uk import CountryTaxBenefitSystem
+
+
+def test_firm_turnover_variable():
+    """Test that firm_turnover variable exists and works correctly."""
+    system = CountryTaxBenefitSystem()
+
+    # Check variable exists
+    assert "firm_turnover" in system.variables
+
+    variable = system.variables["firm_turnover"]
+    assert variable.value_type == float
+    assert variable.entity.key == "firm"
+    assert variable.label == "Firm turnover"
+
+
+def test_firm_vat_registered_variable():
+    """Test that firm_vat_registered variable exists and calculates correctly."""
+    system = CountryTaxBenefitSystem()
+
+    # Check variable exists
+    assert "firm_vat_registered" in system.variables
+
+    variable = system.variables["firm_vat_registered"]
+    assert variable.value_type == bool
+    assert variable.entity.key == "firm"
+
+
+def test_vat_registration_threshold():
+    """Test VAT registration threshold of £90,000."""
+    from policyengine_uk.simulation import Simulation
+
+    # Test firm below threshold
+    sim_below = Simulation(
+        situation={
+            "firms": {"test_firm": {"firm_turnover": {"2024": 85_000}}},
+            "people": {"p": {}},
+            "benunits": {"b": {"members": ["p"]}},
+            "households": {"h": {"members": ["p"]}},
+        }
+    )
+    vat_registered = sim_below.calculate("firm_vat_registered", "2024")
+    assert vat_registered[0] == False
+
+    # Test firm above threshold
+    sim_above = Simulation(
+        situation={
+            "firms": {"test_firm": {"firm_turnover": {"2024": 95_000}}},
+            "people": {"p": {}},
+            "benunits": {"b": {"members": ["p"]}},
+            "households": {"h": {"members": ["p"]}},
+        }
+    )
+    vat_registered = sim_above.calculate("firm_vat_registered", "2024")
+    assert vat_registered[0] == True
+
+
+def test_firm_vat_on_sales():
+    """Test VAT calculation on firm sales."""
+    from policyengine_uk.simulation import Simulation
+
+    simulation = Simulation(
+        situation={
+            "firms": {
+                "firm_1": {
+                    "firm_turnover": {"2024": 100_000},
+                    "firm_standard_rated_supplies": {"2024": 80_000},
+                    "firm_reduced_rated_supplies": {"2024": 10_000},
+                    "firm_zero_rated_supplies": {"2024": 10_000},
+                }
+            },
+            "people": {"p": {}},
+            "benunits": {"b": {"members": ["p"]}},
+            "households": {"h": {"members": ["p"]}},
+        }
+    )
+
+    vat_on_sales = simulation.calculate("firm_vat_on_sales", "2024")
+    # Standard rate 20% on £80,000 = £16,000
+    # Reduced rate 5% on £10,000 = £500
+    # Zero rate 0% on £10,000 = £0
+    # Total = £16,500
+    expected = 16_500
+    assert np.isclose(vat_on_sales[0], expected, rtol=0.01)
+
+
+def test_firm_net_vat_liability():
+    """Test net VAT liability calculation (output VAT - input VAT)."""
+    from policyengine_uk.simulation import Simulation
+
+    simulation = Simulation(
+        situation={
+            "firms": {
+                "firm_1": {
+                    "firm_turnover": {"2024": 100_000},
+                    "firm_standard_rated_supplies": {"2024": 100_000},
+                    "firm_vat_on_purchases": {"2024": 5_000},
+                }
+            },
+            "people": {"p": {}},
+            "benunits": {"b": {"members": ["p"]}},
+            "households": {"h": {"members": ["p"]}},
+        }
+    )
+
+    net_vat = simulation.calculate("firm_net_vat_liability", "2024")
+    # Output VAT: 20% of £100,000 = £20,000
+    # Input VAT: £5,000
+    # Net liability: £20,000 - £5,000 = £15,000
+    expected = 15_000
+    assert np.isclose(net_vat[0], expected, rtol=0.01)
diff --git a/policyengine_uk/variables/gov/hmrc/vat/firm/firm_count.py b/policyengine_uk/variables/gov/hmrc/vat/firm/firm_count.py
new file mode 100644
index 000000000..5885c1cfc
--- /dev/null
+++ b/policyengine_uk/variables/gov/hmrc/vat/firm/firm_count.py
@@ -0,0 +1,17 @@
+from policyengine_core.variables import Variable
+from policyengine_uk.entities import Firm
+import numpy as np
+
+
+class firm_count(Variable):
+    value_type = float
+    entity = Firm
+    label = "Number of firms"
+    definition_period = "year"
+    documentation = (
+        "Count of firms represented (typically 1 for individual firm records)"
+    )
+
+    def formula(firm, period, parameters):
+        # Each firm record represents one firm by default
+        return np.ones(firm.count)
diff --git a/policyengine_uk/variables/gov/hmrc/vat/firm/firm_net_vat_liability.py b/policyengine_uk/variables/gov/hmrc/vat/firm/firm_net_vat_liability.py
new file mode 100644
index 000000000..7e122dcad
--- /dev/null
+++ b/policyengine_uk/variables/gov/hmrc/vat/firm/firm_net_vat_liability.py
@@ -0,0 +1,17 @@
+from policyengine_uk.model_api import *
+
+
+class firm_net_vat_liability(Variable):
+    value_type = float
+    entity = Firm
+    label = "Net VAT liability"
+    definition_period = YEAR
+    unit = GBP
+    documentation = "Net VAT liability (output VAT minus input VAT)"
+    defined_for = "firm_vat_registered"
+
+    def formula(firm, period, parameters):
+        output_vat = firm("firm_vat_on_sales", period)
+        input_vat = firm("firm_vat_on_purchases", period)
+
+        return output_vat - input_vat
diff --git a/policyengine_uk/variables/gov/hmrc/vat/firm/firm_reduced_rated_supplies.py b/policyengine_uk/variables/gov/hmrc/vat/firm/firm_reduced_rated_supplies.py
new file mode 100644
index 000000000..94c7fdf57
--- /dev/null
+++ b/policyengine_uk/variables/gov/hmrc/vat/firm/firm_reduced_rated_supplies.py
@@ -0,0 +1,10 @@
+from policyengine_uk.model_api import *
+
+
+class firm_reduced_rated_supplies(Variable):
+    value_type = float
+    entity = Firm
+    label = "Reduced-rated supplies"
+    definition_period = YEAR
+    unit = GBP
+    documentation = "Value of firm's supplies subject to reduced VAT rate"
diff --git a/policyengine_uk/variables/gov/hmrc/vat/firm/firm_standard_rated_supplies.py b/policyengine_uk/variables/gov/hmrc/vat/firm/firm_standard_rated_supplies.py
new file mode 100644
index 000000000..33a970534
--- /dev/null
+++ b/policyengine_uk/variables/gov/hmrc/vat/firm/firm_standard_rated_supplies.py
@@ -0,0 +1,10 @@
+from policyengine_uk.model_api import *
+
+
+class firm_standard_rated_supplies(Variable):
+    value_type = float
+    entity = Firm
+    label = "Standard-rated supplies"
+    definition_period = YEAR
+    unit = GBP
+    documentation = "Value of firm's supplies subject to standard VAT rate"
diff --git a/policyengine_uk/variables/gov/hmrc/vat/firm/firm_turnover.py b/policyengine_uk/variables/gov/hmrc/vat/firm/firm_turnover.py
new file mode 100644
index 000000000..0ce040e85
--- /dev/null
+++ b/policyengine_uk/variables/gov/hmrc/vat/firm/firm_turnover.py
@@ -0,0 +1,10 @@
+from policyengine_uk.model_api import *
+
+
+class firm_turnover(Variable):
+    value_type = float
+    entity = Firm
+    label = "Firm turnover"
+    definition_period = YEAR
+    unit = GBP
+    documentation = "Annual turnover of the firm from all business activities"
diff --git a/policyengine_uk/variables/gov/hmrc/vat/firm/firm_vat_on_purchases.py b/policyengine_uk/variables/gov/hmrc/vat/firm/firm_vat_on_purchases.py
new file mode 100644
index 000000000..593b0824a
--- /dev/null
+++ b/policyengine_uk/variables/gov/hmrc/vat/firm/firm_vat_on_purchases.py
@@ -0,0 +1,11 @@
+from policyengine_uk.model_api import *
+
+
+class firm_vat_on_purchases(Variable):
+    value_type = float
+    entity = Firm
+    label = "VAT on purchases"
+    definition_period = YEAR
+    unit = GBP
+    documentation = "Total VAT paid on firm's purchases (input VAT)"
+    defined_for = "firm_vat_registered"
diff --git a/policyengine_uk/variables/gov/hmrc/vat/firm/firm_vat_on_sales.py b/policyengine_uk/variables/gov/hmrc/vat/firm/firm_vat_on_sales.py
new file mode 100644
index 000000000..2709f0919
--- /dev/null
+++ b/policyengine_uk/variables/gov/hmrc/vat/firm/firm_vat_on_sales.py
@@ -0,0 +1,23 @@
+from policyengine_uk.model_api import *
+
+
+class firm_vat_on_sales(Variable):
+    value_type = float
+    entity = Firm
+    label = "VAT on sales"
+    definition_period = YEAR
+    unit = GBP
+    documentation = "Total VAT charged on firm's sales (output VAT)"
+    defined_for = "firm_vat_registered"
+
+    def formula(firm, period, parameters):
+        p = parameters(period).gov.hmrc.vat
+
+        standard_supplies = firm("firm_standard_rated_supplies", period)
+        reduced_supplies = firm("firm_reduced_rated_supplies", period)
+
+        standard_vat = standard_supplies * p.standard_rate
+        reduced_vat = reduced_supplies * p.reduced_rate
+        # Zero-rated supplies have 0% VAT by definition
+
+        return standard_vat + reduced_vat
diff --git a/policyengine_uk/variables/gov/hmrc/vat/firm/firm_vat_registered.py b/policyengine_uk/variables/gov/hmrc/vat/firm/firm_vat_registered.py
new file mode 100644
index 000000000..d23b339bc
--- /dev/null
+++ b/policyengine_uk/variables/gov/hmrc/vat/firm/firm_vat_registered.py
@@ -0,0 +1,14 @@
+from policyengine_uk.model_api import *
+
+
+class firm_vat_registered(Variable):
+    value_type = bool
+    entity = Firm
+    label = "Firm is VAT registered"
+    definition_period = YEAR
+    documentation = "Whether the firm is registered for VAT"
+
+    def formula(firm, period, parameters):
+        turnover = firm("firm_turnover", period)
+        p = parameters(period).gov.hmrc.vat
+        return turnover > p.registration_threshold
diff --git a/policyengine_uk/variables/gov/hmrc/vat/firm/firm_weight.py b/policyengine_uk/variables/gov/hmrc/vat/firm/firm_weight.py
new file mode 100644
index 000000000..58bc58051
--- /dev/null
+++ b/policyengine_uk/variables/gov/hmrc/vat/firm/firm_weight.py
@@ -0,0 +1,15 @@
+from policyengine_core.variables import Variable
+from policyengine_uk.entities import Firm
+
+
+class firm_weight(Variable):
+    value_type = float
+    entity = Firm
+    label = "Firm weight"
+    definition_period = "year"
+    documentation = "Weight for firm-level calculations"
+
+    def formula(firm, period, parameters):
+        # Default weight of 1 for each firm
+        # This would typically be based on survey weights in real data
+        return firm("firm_count", period)
diff --git a/policyengine_uk/variables/gov/hmrc/vat/firm/firm_zero_rated_supplies.py b/policyengine_uk/variables/gov/hmrc/vat/firm/firm_zero_rated_supplies.py
new file mode 100644
index 000000000..6c457c0fe
--- /dev/null
+++ b/policyengine_uk/variables/gov/hmrc/vat/firm/firm_zero_rated_supplies.py
@@ -0,0 +1,10 @@
+from policyengine_uk.model_api import *
+
+
+class firm_zero_rated_supplies(Variable):
+    value_type = float
+    entity = Firm
+    label = "Zero-rated supplies"
+    definition_period = YEAR
+    unit = GBP
+    documentation = "Value of firm's supplies subject to zero VAT rate"
diff --git a/pyproject.toml b/pyproject.toml
index 9e7ff59b6..fc3713ee5 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -67,4 +67,5 @@ dev = [
     "jupyter-book>=2.0.0a0",
     "linecheck",
     "rich",
+    "tables",
 ]
diff --git a/uv.lock b/uv.lock
index 2004499e0..c51d54f44 100644
--- a/uv.lock
+++ b/uv.lock
@@ -1,11 +1,9 @@
 version = 1
 revision = 2
-requires-python = ">=3.10"
+requires-python = ">=3.13"
 resolution-markers = [
     "python_full_version >= '3.14'",
-    "python_full_version >= '3.12' and python_full_version < '3.14'",
-    "python_full_version == '3.11.*'",
-    "python_full_version < '3.11'",
+    "python_full_version < '3.14'",
 ]
 
 [[package]]
@@ -31,10 +29,8 @@ name = "anyio"
 version = "4.9.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "exceptiongroup", marker = "python_full_version < '3.11'" },
     { name = "idna" },
     { name = "sniffio" },
-    { name = "typing-extensions", marker = "python_full_version < '3.13'" },
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/95/7d/4c1bd541d4dffa1b52bd83fb8527089e097a106fc90b467a7313b105f840/anyio-4.9.0.tar.gz", hash = "sha256:673c0c244e15788651a4ff38710fea9675823028a6f08a5eda409e0c9840a028", size = 190949, upload-time = "2025-03-17T00:02:54.77Z" }
 wheels = [
@@ -92,9 +88,7 @@ name = "argon2-cffi-bindings"
 version = "25.1.0"
 source = { registry = "https://pypi.org/simple" }
 resolution-markers = [
-    "python_full_version >= '3.12' and python_full_version < '3.14'",
-    "python_full_version == '3.11.*'",
-    "python_full_version < '3.11'",
+    "python_full_version < '3.14'",
 ]
 dependencies = [
     { name = "cffi", marker = "python_full_version < '3.14'" },
@@ -121,11 +115,6 @@ wheels = [
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     { url = "https://files.pythonhosted.org/packages/e2/c6/a759ece8f1829d1f162261226fbfd2c6832b3ff7657384045286d2afa384/argon2_cffi_bindings-25.1.0-cp39-abi3-win_amd64.whl", hash = "sha256:a98cd7d17e9f7ce244c0803cad3c23a7d379c301ba618a5fa76a67d116618b98", size = 31715, upload-time = "2025-07-30T10:01:58.56Z" },
     { url = "https://files.pythonhosted.org/packages/42/b9/f8d6fa329ab25128b7e98fd83a3cb34d9db5b059a9847eddb840a0af45dd/argon2_cffi_bindings-25.1.0-cp39-abi3-win_arm64.whl", hash = "sha256:b0fdbcf513833809c882823f98dc2f931cf659d9a1429616ac3adebb49f5db94", size = 27149, upload-time = "2025-07-30T10:01:59.329Z" },
-    { url = "https://files.pythonhosted.org/packages/11/2d/ba4e4ca8d149f8dcc0d952ac0967089e1d759c7e5fcf0865a317eb680fbb/argon2_cffi_bindings-25.1.0-pp310-pypy310_pp73-macosx_10_15_x86_64.whl", hash = "sha256:6dca33a9859abf613e22733131fc9194091c1fa7cb3e131c143056b4856aa47e", size = 24549, upload-time = "2025-07-30T10:02:00.101Z" },
-    { url = "https://files.pythonhosted.org/packages/5c/82/9b2386cc75ac0bd3210e12a44bfc7fd1632065ed8b80d573036eecb10442/argon2_cffi_bindings-25.1.0-pp310-pypy310_pp73-macosx_11_0_arm64.whl", hash = "sha256:21378b40e1b8d1655dd5310c84a40fc19a9aa5e6366e835ceb8576bf0fea716d", size = 25539, upload-time = "2025-07-30T10:02:00.929Z" },
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