Black Hills Corporation
c846f5ec-b44d-46fb-a06e-4eacc8f56cca
PRODUCTION_VERIFIED schema v3.0.0 Inferred last heartbeat: 2026-07-22T00:16:51.352989+00:00

Business Model Classification Tokens

contract_cycle_length
null
Inferred
Pending — BM Dev Shop classification run
enterprise_sales_motion
null
Inferred
Pending — BM Dev Shop classification run
procurement_complexity
null
Inferred
Pending — BM Dev Shop classification run
vendor_lock_coefficient
null
Inferred
Pending — BM Dev Shop classification run
consumer_acquisition_channel
null
Inferred
Pending — BM Dev Shop classification run
brand_loyalty_index
null
Inferred
Pending — BM Dev Shop classification run
impulse_vs_considered_purchase
null
Inferred
Pending — BM Dev Shop classification run
retail_distribution_reach
null
Inferred
Pending — BM Dev Shop classification run
billing_cadence
null
Inferred
Pending — BM Dev Shop classification run
churn_rate_benchmark
null
Inferred
Pending — BM Dev Shop classification run
annual_recurring_revenue_ratio
null
Inferred
Pending — BM Dev Shop classification run
free_trial_conversion_rate
null
Inferred
Pending — BM Dev Shop classification run
subscriber_ltv_model
null
Inferred
Pending — BM Dev Shop classification run
consumption_unit_definition
null
Inferred
Pending — BM Dev Shop classification run
usage_billing_granularity
null
Inferred
Pending — BM Dev Shop classification run
overage_penalty_structure
null
Inferred
Pending — BM Dev Shop classification run
minimum_commitment_floor
null
Inferred
Pending — BM Dev Shop classification run
metered_margin_profile
null
Inferred
Pending — BM Dev Shop classification run
bundle_discount_depth
null
Inferred
Pending — BM Dev Shop classification run
cross_sell_attach_rate
null
Inferred
Pending — BM Dev Shop classification run
bundle_churn_vs_single_churn
null
Inferred
Pending — BM Dev Shop classification run
bundle_margin_blended
null
Inferred
Pending — BM Dev Shop classification run
upsell_pathway_architecture
null
Inferred
Pending — BM Dev Shop classification run

Business Model Archetype Classification

University of St. Gallen — 55 Business Model Navigator (Gassmann et al.)

SG-049 Subscription VALUE High
Direct: monetization_vector contains [Regulated rate recovery: customers pay fixed monthly utility rates set by state utility commissions, providing highly predictable recurring cash flows]; revenue_model_type=~95%+ recurring via rate-regulated tariff revenues under multi-year rate cases; transactional revenue is minimal (<5%)
SG-002
Affiliation
VALUE High
SG-036
Product to Capability
WHAT High

Hybrid Combination

Subscription (SG-049) VALUE provides the core structure, combined with Affiliation (SG-002) + Product to Capability (SG-036) to form the complete business model fingerprint.

55 Archetypes Evaluated High: 3 Medium: 15 Registry: schemas/sg55_archetype_registry.yaml

Knowledge Graph — All Sections

debt_leverage_profile
0.68x Total Debt / Equity (Moderate leverage)
High
SEC-XBRL
interest_rate_sensitivity
A 200bps rate increase adds ~$40-60M annual interest expense; BKH carries ~$4B long-term debt at ~4.5% avg rate, compressing equity returns meaningfully
Inferred
Agent_Inference
geopolitical_supply_exposure
High intensity; European gas dependency on Russia exposed structural energy security vulnerabilities.
Medium
GICS-commodity-overlay-v1
supply_chain_dependency
Natural gas pipeline infrastructure chokepoints: Permian Basin/Rockies production disruption and FERC-regulated interstate pipeline capacity constraints
Inferred
Agent_Inference
international_expansion_readiness
null
Inferred
Agent_Inference
geographic_footprint
Purely domestic U.S. utility operating in SD, WY, CO, NE, KS, IA, MN, AR, OK; zero sovereign currency devaluation exposure
Inferred
Agent_Inference
commodity_exposure_profile
High intensity; commodities: Natural Gas, Coal, Uranium, Crude Oil, Copper (grid), Lithium (storage); geopolitical: European gas dependency on Russia exposed structural energy security vulnerabilities.
Medium
GICS-commodity-overlay-v1
vendor_lock_dependency_score
Moderate; no single vendor exceeds 30% of input costs, but regional natural gas suppliers and transmission grid operators represent non-substitutable dependencies
Inferred
Agent_Inference
business_model_type_primary
Cloud infrastructure termination would have minimal operational impact; core utility operations run on regulated on-premise SCADA and grid management systems
Inferred
Agent_Inference
business_model_type_secondary
Regulated electric and natural gas utility; secondary revenue from non-regulated energy services and construction
Inferred
Agent_Inference
switching_cost_profile
Negligible API coupling risk; BKH is a regulated utility with proprietary operational technology systems, not reliant on third-party API ecosystems
Inferred
Agent_Inference
howey_test_risk_index
Very low; revenue derives from regulated utility rate recovery approved by state PUCs—clearly a service, not an investment contract
Inferred
Agent_Inference
regulatory_burden_tier
Very High
Medium
GICS-regulatory-overlay-v1
data_sovereignty_risk
Low GDPR exposure (no EU operations); CCPA exposure limited to ~residential customer billing data in applicable states; compliance costs manageable
Inferred
Agent_Inference
antitrust_exposure_flag
Low; operates as state-sanctioned regulated monopoly in service territories—antitrust framework explicitly exempts regulated utilities under filed-rate doctrine
Inferred
Agent_Inference
regulatory_exposure_profile
Very High burden; regimes: FERC, NERC, EPA, NRC, State PUCs, DOE; Rate-case lag and clean-energy mandates compress returns on regulated asset base.
Medium
GICS-regulatory-overlay-v1
revenue_model_type
~95%+ recurring via rate-regulated tariff revenues under multi-year rate cases; transactional revenue is minimal (<5%)
Inferred
Agent_Inference
monetization_vector
Regulated rate recovery: customers pay fixed monthly utility rates set by state utility commissions, providing highly predictable recurring cash flows
Inferred
Agent_Inference
pricing_architecture
Prices set by state PUC rate cases every 3-5 years; inflation pass-through via fuel adjustment clauses; rate base growth drives revenue expansion
Inferred
Agent_Inference
pricing_power_rating
Moderate-high; pricing constrained by regulatory approval but allowed ROE of ~9-10% provides stable returns; fuel cost pass-through limits commodity risk
Inferred
Agent_Inference
target_gross_margin_bracket
33.5% Gross Margin (Moderate (20-40%))
High
SEC-XBRL
churn_vulnerability_index
No free-rider problem; captive customer base within exclusive service territories; churn effectively zero due to geographic monopoly status
Inferred
Agent_Inference
headcount_cost_structure
Sublinear growth; capital investment drives revenue via rate base expansion, not headcount; utility operations have high fixed labor costs (~30% of O&M)
Inferred
Agent_Inference
marginal_cost_of_growth
Capital-intensive but not headcount-linear; incremental revenue generated through rate base additions (grid/pipeline capex) with modest incremental labor needs
Inferred
Agent_Inference
franchise_compliance_risk
null
Inferred
Agent_Inference
customer_acquisition_metric
At 10x scale, regulated monopoly model breaks down; current model not designed for scale—growth limited to organic territory expansion and acquisitions
Inferred
Agent_Inference
network_effect_present
No meaningful network effects; utility value does not increase with more users; grid infrastructure has natural monopoly characteristics but no demand-side network effects
Inferred
Agent_Inference
asset_efficiency_ratio
3.2% Return on Assets (Excellent)
High
SEC-XBRL
recession_resistance_tier
Tier 1; essential utility service with inelastic demand; regulated revenues provide stability—BKH maintained dividends through 2008-09 and COVID-19 downturns
Inferred
Agent_Inference
customer_segment_primary
Residential customers (~45% of revenue); no single customer represents meaningful concentration risk given millions of end-users across 8 states
Inferred
Agent_Inference
customer_segment_secondary
Commercial and industrial customers (~40% of revenue); some concentration risk from large industrial accounts in mining/agriculture sectors in WY and SD
Inferred
Agent_Inference
characteristic_occupations
["11-0000 Management Occupations", "13-0000 Business and Financial Operations Occupations", "15-0000 Computer and Mathematical Occupations", "17-0000 Architecture and Engineering Occupations", "23-0000 Legal Occupations", "41-0000 Sales and Related Occupations", "43-0000 Office and Administrative Support Occupations", "47-0000 Construction and Extraction Occupations", "49-0000 Installation, Maintenance, and Repair Occupations"]
High
SOC-2018/GICS-overlay
agent_automatable_labor_share
0.34 (HIL — ~34% of characteristic roles agent-automatable)
Medium
SOC-2018 + agentic-exposure-v1
capital_expenditure_profile
35.9% CapEx / Revenue (High-CapEx Infrastructure)
High
SEC-XBRL
sec_cik
0001130464
High
SEC-EDGAR
ticker
BKH
High
SEC-EDGAR

Business Model Components

Core Space

> *Pending Turn 2 — Business Model Type Agent population.*

Interaction Modes

> *Pending Turn 2 — Business Model Type Agent population.*

Product Matrix

> *Pending Turn 2 — Business Model Type Agent population.*

Historical Evolution Log

Live Operational Signals

Signal DateSignal TypeSummary
Source

Evaluation Gate — Persona Stress Tests

SKILL_BUFFETT_VAL_03PASS2026-07-22no unmet atoms among this persona's authored questions
SKILL_LEGAL_SEC_01PASS2026-07-22no unmet atoms among this persona's authored questions
SKILL_SHORT_BEAR_01PASS2026-07-22no unmet atoms among this persona's authored questions
SKILL_MACRO_STRAT_01FAIL2026-07-221 authored question(s) unanswerable — e.g. QBANK_MACRO_003 n
SKILL_OPS_PARTNER_01FAIL2026-07-221 authored question(s) unanswerable — e.g. QBANK_OPS_002 nee

Live Status

No Live Status block found.