Other Industries Industry Terminology

ACV (Annual Contract Value)

The annualized revenue value of a contract, typically excluding one-time fees; used to size and compare deals.

1) “Our ACV increased to $120k after we added premium support.” 2) “Sales comp is tied to ACV rather than TCV.” 3) “We target mid-market accounts with $25–$50k ACV.”


Agile

An iterative approach to project and product management that delivers work in small increments with cross-functional teams and adaptive planning.

1) “We switched to Agile with two-week sprints.” 2) “Agile ceremonies like stand-ups and retros improved alignment.” 3) “Agile helped us cut cycle time by 30%.”


API (Application Programming Interface)

A defined set of rules that enables software applications to communicate with each other, often exposing services or data.

1) “We’ll integrate via the vendor’s REST API.” 2) “We monetize our API with usage-based tiers.” 3) “API rate limits throttled our calls during peak traffic.”


ARR (Annual Recurring Revenue)

The normalized annual value of contracted, recurring revenue; a key metric for subscription businesses.

1) “We crossed $10M ARR this quarter.” 2) “Churn shaved $500k off ARR.” 3) “The ARR bridge shows expansions outpacing contractions.”


Attribution Modeling

Methods for assigning credit to marketing and sales touchpoints that lead to a conversion, from last-click to data-driven models.

1) “We’re moving from last-click to multi-touch attribution.” 2) “Our model overweights branded search.” 3) “Data-driven attribution improved ROAS by 12%.”


Backlog

A prioritized list of work items waiting to be delivered; commonly used in Agile and operations.

1) “We’ll refine the product backlog during grooming.” 2) “The operations backlog cleared after a kaizen event.” 3) “Backlog burndown is off track this sprint.”


Balanced Scorecard

A performance management framework that balances financial, customer, internal process, and learning-and-growth metrics.

1) “Add supplier OTIF to the Balanced Scorecard.” 2) “We cascade scorecard KPIs to every team.” 3) “Quarterly reviews are anchored by the scorecard.”


Blue Ocean Strategy

A strategy to create uncontested market space by shifting the value curve—differentiating while reducing costs.

1) “We found a blue ocean with subscription hardware.” 2) “The value curve shows buyers are over-served.” 3) “We eliminated features customers don’t value.”


Bottleneck

The stage in a process that limits overall throughput; improving it increases total system capacity.

1) “The painting station is the bottleneck.” 2) “We debottlenecked by adding a parallel line.” 3) “Queue time reveals the bottleneck.”


Bullwhip Effect

The amplification of demand variability as orders move upstream in a supply chain.

1) “Safety stock policies reduced bullwhip.” 2) “Sharing POS data dampened volatility.” 3) “The pandemic triggered extreme bullwhip.”


Burn Rate

The net cash outflow per period; in startups, how quickly cash is being spent.

1) “Monthly burn is $1.2M.” 2) “We cut burn by 20% with a hiring freeze.” 3) “At current burn, runway is 14 months.”


CAC (Customer Acquisition Cost)

The all-in cost to acquire a customer, including marketing, sales, and related expenses.

1) “Our blended CAC is $180.” 2) “The partner channel lowers CAC.” 3) “We target payback under 12 months on CAC.”


CAGR (Compound Annual Growth Rate)

The smoothed annual growth rate over a period, as if growth occurred at a steady rate.

1) “Revenue CAGR from 2019–2024 is 18%.” 2) “We benchmark against industry CAGR.” 3) “CAGR masks volatility in yearly swings.”


CapEx (Capital Expenditures)

Spending on long-term assets that will benefit multiple periods, such as plants, equipment, or software.

1) “CapEx for the new plant totals $40M.” 2) “We shifted from CapEx to OpEx via cloud.” 3) “CapEx intensity dropped two points.”


Churn Rate

The percentage of customers or revenue lost in a given period; tracked as logo churn and revenue churn.

1) “Logo churn is 3%; revenue churn is 1%.” 2) “Onboarding fixes reduced churn.” 3) “We’re net negative churn due to expansions.”


COGS (Cost of Goods Sold)

Direct costs attributable to producing goods or delivering services, such as materials, labor, and freight.

1) “Freight moved from OpEx to COGS.” 2) “Commodity spikes pressured COGS.” 3) “We reclassified support out of COGS.”


Cohort Analysis

Analyzing groups of users or customers over time to understand retention, behavior, and value.

1) “The 2023-Q3 cohort has the best LTV.” 2) “Cohorts show our activation bottleneck.” 3) “We segment cohorts by acquisition channel.”


Critical Path Method (CPM)

A project scheduling technique that identifies the longest sequence of dependent tasks and available slack.

1) “CPM shows procurement is critical.” 2) “Crashing critical tasks pulls in our launch date.” 3) “We’ve got five days of slack on non-critical tasks.”


Customer Lifetime Value (LTV/CLV)

The net revenue or profit expected from a customer over the total relationship.

1) “We target an LTV:CAC of 3:1.” 2) “Cross-sell increased LTV by 15%.” 3) “Cohort curves show rising LTV.”


Cybersecurity Posture

The organization’s overall readiness to prevent, detect, and respond to cyber threats across people, process, and technology.

1) “We improved our posture with Zero Trust.” 2) “Quarterly pen tests assess our posture.” 3) “The board reviews our cyber posture KPIs.”


Data Governance

The policies, roles, standards, and processes that ensure data quality, security, and compliance.

1) “We formed a data governance council.” 2) “MDM improved data governance.” 3) “Data owners now approve access.”


Data Lake

A centralized repository for storing raw structured and unstructured data at any scale.

1) “Sensor data lands in the data lake.” 2) “We query the lake using Athena.” 3) “We must govern the lake to avoid a swamp.”


Design Thinking

A human-centered approach to innovation emphasizing empathy, ideation, prototyping, and testing.

1) “We ran a design thinking sprint with customers.” 2) “Journey maps revealed key pain points.” 3) “Rapid prototyping reduced risk.”


DevOps

Practices that integrate software development and IT operations to shorten delivery cycles and improve reliability.

1) “CI/CD is central to our DevOps.” 2) “DevOps reduced MTTR by 40%.” 3) “We track deployment frequency as a core metric.”


Discounted Cash Flow (DCF)

A valuation method that discounts projected cash flows to present value using an appropriate discount rate.

1) “Our DCF yields a $75M enterprise value.” 2) “We stress-tested the DCF with scenarios.” 3) “We used WACC as the discount rate.”


EBITDA

Earnings before interest, taxes, depreciation, and amortization; a proxy for operating cash flow and profitability.

1) “EBITDA margin expanded 200 bps.” 2) “We adjust EBITDA for non-recurring items.” 3) “Debt covenants are tied to EBITDA.”


Enterprise Risk Management (ERM)

An organization-wide framework to identify, assess, respond to, and monitor risks.

1) “The ERM heat map prioritizes cyber risk.” 2) “We set a formal risk appetite in the ERM policy.” 3) “Third-party risk is now in our ERM program.”


ESG (Environmental, Social, Governance)

A set of non-financial factors and practices relevant to stakeholders, risk, and long-term performance.

1) “Our ESG report aligns to GRI.” 2) “Investors asked about our ESG rating.” 3) “We set Scope 3 targets in the ESG plan.”


ETL/ELT

Data integration patterns—extract, transform, load (ETL) or extract, load, transform (ELT)—for moving and preparing data.

1) “We moved to ELT on our cloud warehouse.” 2) “Legacy ETL jobs run nightly.” 3) “Airflow orchestrates our pipelines.”


Forecast Accuracy

The degree to which forecasts match actuals, often tracked with metrics like MAPE and bias.

1) “MAPE improved to 12%.” 2) “We corrected upward bias in the forecast.” 3) “S&OP boosted forecast accuracy.”


Freemium

A pricing and distribution model that offers a free tier to drive adoption, with optional paid upgrades.

1) “Our freemium funnel converts at 4%.” 2) “We gated premium features in freemium.” 3) “Freemium lowers CAC but requires strong activation.”


GDPR (General Data Protection Regulation)

The EU regulation governing personal data protection, processing, and transfer, with significant penalties for violations.

1) “We updated consent flows to meet GDPR.” 2) “A DPIA is required under GDPR for this project.” 3) “Cross-border transfers must use GDPR mechanisms.”


Go-To-Market (GTM)

The integrated plan to reach target customers with the right product, channels, sales motion, and messaging.

1) “Our GTM is partner-led in APAC.” 2) “We refined our ICP in the GTM plan.” 3) “Sales playbooks improved GTM win rates.”


Gross Margin

Revenue minus COGS, expressed as a percentage of revenue; a core measure of product/service profitability.

1) “Gross margin expanded to 62%.” 2) “Mix shift hurt gross margin.” 3) “Yield improvements lifted gross margin.”


Hedging

Using financial instruments or operational tactics to offset risk exposures (e.g., FX, commodities, interest rates).

1) “We hedge FX exposure with forwards.” 2) “Commodity hedging stabilized COGS.” 3) “Natural hedges via local sourcing reduce volatility.”


Hybrid Work Model

A workforce approach combining remote and on-site work to balance flexibility, collaboration, and productivity.

1) “We adopted a 3-2 hybrid model.” 2) “Hybrid work cut real estate costs.” 3) “Policies clarify hybrid eligibility and days.”


Incoterms

Standardized international trade terms defining responsibilities for shipping, risk, and costs between buyers and sellers.

1) “We switched from FOB to DDP.” 2) “Incoterms clarified insurance responsibilities.” 3) “EXW increased buyer risk.”


Inventory Turnover

A ratio indicating how many times inventory is sold or used over a period; higher is generally better.

1) “Turn improved from 4x to 6x.” 2) “Slow-moving SKUs are dragging turnover.” 3) “Optimizing EOQ should lift turnover.”


IRR (Internal Rate of Return)

The discount rate at which a project’s net present value (NPV) equals zero; used to evaluate investments.

1) “The project’s IRR is 22%.” 2) “We compare IRR to our hurdle rate.” 3) “Delays lower the IRR in sensitivity analysis.”


Just-in-Time (JIT)

A production and inventory method providing materials exactly when needed to minimize inventory and waste.

1) “JIT cut WIP by 35%.” 2) “JIT struggled during supplier disruptions.” 3) “We paired JIT with buffer stock for resilience.”


Kaizen

A philosophy of continuous improvement through small, incremental changes involving everyone.

1) “A kaizen event reduced setup time.” 2) “Daily kaizen suggestions doubled.” 3) “The kaizen board tracks improvement ideas.”


Kanban

A visual workflow system that limits work-in-progress to improve flow and reveal bottlenecks.

1) “WIP limits on our Kanban board cut cycle time.” 2) “We use Kanban for ops tickets.” 3) “The Kanban board exposed the test bottleneck.”


KPI (Key Performance Indicator)

A quantifiable metric that tracks progress toward a specific objective or outcome.

1) “Define KPIs for each OKR.” 2) “We retired vanity KPIs.” 3) “The KPI dashboard updates daily.”


Lead Time

The elapsed time from request to delivery; includes processing and waiting.

1) “Supplier lead time is 14 days.” 2) “Automation cut lead time in half.” 3) “Lead time variability drives safety stock.”


Lean

A management system focused on maximizing value by eliminating waste, improving flow, and empowering teams.

1) “Lean reduced defects and rework.” 2) “Value stream mapping is a Lean tool.” 3) “Lean culture empowers frontline problem-solving.”


Liquidity Ratio

A measure of a firm’s short-term solvency, commonly current ratio and quick ratio.

1) “Current ratio improved to 1.8x.” 2) “Quick ratio excludes inventory.” 3) “Our loan covenants require 1.5x liquidity.”


LTV:CAC Ratio

A unit economics indicator comparing lifetime value to acquisition cost; higher indicates more efficient growth.

1) “We target LTV:CAC of 3–5.” 2) “Paid social hurt our LTV:CAC.” 3) “Raising prices lifted LTV:CAC.”


Materiality Assessment

A process to identify the ESG topics that are most significant to stakeholders and business impact.

1) “Materiality ranked climate and DEI highest.” 2) “We update the matrix annually.” 3) “Materiality guides our reporting scope.”


MVP (Minimum Viable Product)

The smallest feature set that delivers value and validates assumptions with early users.

1) “We shipped an MVP in eight weeks.” 2) “The MVP tests value before scaling.” 3) “Customer feedback iterated the MVP.”


Net Promoter Score (NPS)

A loyalty metric based on customer likelihood to recommend (0–10); NPS equals promoters minus detractors.

1) “NPS rose from 28 to 45 this year.” 2) “We run post-support NPS surveys.” 3) “Segment NPS by persona to target improvements.”


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