Fin Maverick
Foundations VocabularyAccounting & ReportingEconomics & MacroQuant Methods & ProgrammingBusiness & Company AnalysisCorporate Finance & ValuationBehavioural Finance
Banking & Market InfrastructureFixed Income & RatesDerivatives & Structured ProductsPublic EquitiesTransactions & DealsPortfolio ConstructionFunds & AMCs
Private Markets & AlternativesRisk, Treasury & ControlAI & Digital FinanceStochastic Calculus & PricingWealth & Personal FinanceIndian Markets & RegulationProfessional Practice
CalculatorComparison
Frameworks
Explore Bootcamps
Equity ResearchPortfolio ManagementMutual Fund MasteryFinancial LiteracyInvestment Banking Analyst
Private Equity AnalystHedge Funds AnalystBreaking Into VCBreaking Into QuantsAI For Finance
Financial Analyst ProgramRisk Management ProgramPrivate Wealth ManagementDebt Capital MarketsDerivatives Foundation
Explore Internships
Equity Research InternMutual Fund Intern
Portfolio Management InternFinancial Literacy Intern
Explore Micro Courses

Equity Research6

Writing an Investment ThesisBuilding a Discounted Cash FlowReading an Annual Report FastReading a Sector Before a CompanySpotting Quality of Earnings Red FlagsBuilding a Revenue Forecast From Drivers

Portfolio Management3

Rebalancing: When, Why and What It CostsStrategic and Tactical Asset AllocationMeasuring Risk in a Portfolio

Mutual Fund Mastery3

Comparing Funds Without Being FooledHow a NAV Is Struck and Which Day You GetReading a Fund Factsheet Properly

Derivatives Unlocked4

Hedging a Real ExposureThe Greeks, PracticallyFutures, the Basis and What Moves ItReading an Option Payoff

AI For Finance2

Retrieval and Grounding for FinanceDocument Extraction in Finance

Breaking Into Quants4

Backtesting a StrategyHypothesis TestingCleaning Financial DataRegression for Finance

Breaking Into VC3

Sizing a MarketReading a Term Sheet as a FounderHow a Venture Round Actually Works

Financial Analyst Program4

Common Size and Trend AnalysisReading a Cash Flow StatementRatio Analysis That Says SomethingBuilding a Working Capital Schedule

Risk Management Program2

Credit Exposure and How It Is ReducedValue at Risk and What It Hides

Investment Banking Analyst3

Precedent Transactions and Why They DifferReading a Term Sheet StructurallyBuilding a Comparable Companies Table

Private Wealth Management3

Tax Aware Portfolio DecisionsBuilding a Client Risk ProfileGoal Based Planning Arithmetic

Debt Capital Markets3

Analysing an Issuer's CreditDuration and What It Does Not Tell YouBond Pricing and Yield Mechanics

Private Equity Analyst2

Fund Waterfalls and CarryThe LBO in Structure

Hedge Funds Analyst2

Short Selling MechanicsLong Short Mechanics
Courses
Explore Career Roadmaps
Investment Banking AnalystEquity Research AnalystVC AnalystPrivate Equity AnalystHedge Funds Analyst
Quant AnalystAI For FinanceFinancial Analyst ProgramPrivate Wealth ManagementDebt Capital Markets
Risk Management ProgramDerivatives FoundationPortfolio ManagementMutual Fund Mastery
PartnershipsShowdown
Log inSign up
Economics, Macro & Global Markets
1Economic Fundamentals
Market StructuresDemandPrice Elasticity of DemandEconomics for FinanceSupplyMarginal CostTechnical vs Economic RecessionHow to Read the Economic Survey
2GDP, Growth and Employment
Gross Domestic ProductHow GDP Growth Feeds…ProductivityGrowth ExpectationsEmployment Growth vs Economic GrowthIndia's Growth ModelPotential GDP and the Output GapGDP vs GVAThe Types of Unemployment,…India's Demographic DividendThe Formalisation of the…
3Inflation and Prices
The Components of Indian InflationCPI, WPI and the GDP Deflator ComparedDeflation and DisinflationInflation ExpectationsInflation Pass-ThroughInflation Impact
4Business Cycles
The Business CycleDownturn and RecoveryExpansion vs RecessionSectors in Macro AnalysisStagflationConfidence SurveysCyclical and Defensive SectorsLeading, Coincident and Lagging…How Business Cycles Affect…
5Monetary Policy
Monetary PolicyThe Central BankForward GuidanceOpen Market OperationsMonetary Policy TransmissionHawkish vs Dovish Monetary PolicyHow to Read an…The Policy Rate CorridorMonetary Policy vs Fiscal PolicyHow a Repo Rate…
6International Trade
International TradeGlobalisationTrade BarriersCapital FlowsTerms of TradeTrade AgreementsTrade Balance and Trade DeficitHow Trade Barriers Reach…The IMF, World Bank and WTOManufacturing and the PLI…
7Fiscal Policy
Fiscal PolicyFiscal, Revenue and Primary…The Union BudgetHow to Read the…Fiscal ConsolidationGovernment ExpenditureGovernment RevenueHow Government Borrowing Pushes…Public DebtDirect Tax vs Indirect TaxInfrastructure-Led Growth in India
8Money, Credit and Liquidity
System Liquidity and Financial ConditionsMoney SupplyThe Money MarketHow to Read RBI…How Banks Create Money…Credit CrunchCredit GrowthThe Liquidity Adjustment Facility
9Currency and External Sector
FDI and FPIBalance of PaymentsRemittancesPurchasing Power Parity and…Foreign Exchange ReservesHow to Read India’s…The Exchange Rate and…Currency Appreciation vs DepreciationRupee Depreciation
10Commodities and Energy
The Commodity CycleGoldHow to Read Global…Supply ShocksStrategic Petroleum ReservesBrent vs WTI Crude OilHow Oil Prices Reach…
11Macro Data Records
Data RevisionsData SurpriseHow to Read GDP DataHow to Read CPI Inflation DataHow to Update a…Base EffectThe Economic CalendarEconomic IndicatorsIndex of Industrial ProductionPurchasing Managers' IndexPMI vs IIP
12Scenarios and Transmission
Macro TransmissionHow to Build Base,…How to Map Macro…How India's Macro Institutions…Macro SensitivityNowcastingForecasting HonestlyBuilding an Economic ScenarioReal ReturnHow Interest Rates Feed…How Inflation Reaches Company…How Currency Moves Split…

The Business Cycle: The Four Phases and What Drives Each

A business cycle is the pattern output traces as it runs above and below the level an economy can sustainably produce. Four phases get named: expansion, peak, contraction and trough, with the climb out of a trough usually called a recovery. The pattern is not a schedule. No phase lasts a set number of years, no two are equal in depth, and naming the phase an economy is standing in is genuinely hard.

A business cycle rests on two numbers a reader already has. One is actual output, a figure somebody counted and published. The other is potential output. Potential output names a version of the same year carrying no idle capacity and no overwork anywhere in it, so nobody counted it and nobody could. Subtracting the second from the first and dividing by the second gives the output gap. A business cycle is what that gap shows once it is plotted across a run of years instead of read one year at a time. The phases are regions of that plot, and the arguments about phases are almost always arguments about the second number.

What is a business cycle, and what does the word cycle wrongly promise?

A business cycle is the swing of actual output in real termsProduction for the whole economy measured in constant prices, so a rise counts extra goods and services rather than dearer ones. around potential outputThe production level an economy can keep up using the labour, equipment and organisation already in place, without overworking any of it. Potential output is worked out from a chosen method, so two methods can disagree., repeated over years. Output rises faster than capacity for a while, then stops, then falls, then stops falling, then rises again. Each stretch has a name, and the names are the four phases. The distance between the two lines at any point is the output gapActual output less potential output, divided by potential output and written as a percentage. Positive means the economy produced more than the sustainable level, negative means less., and reading a cycle means watching that distance open, close and change sign.

Most readers arrive holding the wrong one of the two, so start with the difference between a cycle and a season. A caterer knows the wedding season arrives every year on dates the calendar hands out in advance. Bookings climb, staff are hired for the stretch, and the quiet months are budgeted for before they come. The caterer's year is a season, and a season is a schedule. A scooter dealer on the same street has no such calendar. Sales run strong for a few years, thin out over one bad stretch, and pick up again on no announced timetable, and the dealer discovers each turn by watching the showroom rather than the calendar. A business cycle behaves like the dealer's experience and not like the caterer's, and that is worth fixing in mind before any of the phase names arrive.

Now the harder half. The word cycle quietly promises something it cannot deliver. A cycle in ordinary speech means a wheel: fixed period, fixed amplitude, back to where it started. Nothing in the mechanism of an economy produces any of the three. The Republic of Sankhya, an invented economy, spent two years climbing above its potential and reached a gap of plus 4.37 per cent, then spent the following two years falling to a gap of minus 6.86 per cent. Same two years each way, and the fall is 2.57 times the size of the rise. Nothing makes the phases equal in length or equal in depth, so the word cycle names a repetition and promises a regularity that is not there.

THE SANKHYA PATH AGAINST ITS POTENTIAL, YEARS 3 TO 8 Output in Rs crore. Invented economy, illustrative figures throughout. 17,50,000 18,50,000 19,50,000 20,50,000 21,50,000 furthest above furthest below the lines cross here POTENTIAL OUTPUT, THE SMOOTHER LINE ACTUAL OUTPUT, THE LINE THAT SWINGS Year 3 Year 4 Year 5 Year 6 Year 7 Year 8 THE SAME DISTANCE, READ AS THE OUTPUT GAP IN PERCENTAGE POINTS nil nil plus 1.92 plus 4.37 minus 0.65 minus 6.86 minus 5.96 Year 6 is only 0.65 below the line, which is Rs 12,717 crore of production, too small to see in the panel above and still the year the sign turned.
Sankhya output runs above its potential in years 4 and 5, crosses below between years 5 and 6, and reaches its widest shortfall of 6.86 per cent in year 7, so the shaded distance between the two lines is the whole material the four phases are read from.
A WAVE REPEATS ITSELF. A CYCLE ONLY REPEATS ITS DIRECTIONS. WHAT THE WORD CYCLE MAKES A READER PICTURE equal equal equal equal FIXED PERIOD, FIXED DEPTH WHAT THE SANKHYA GAP ACTUALLY DID, IN PERCENTAGE POINTS nil the rise: 4.37 points, 2 years the fall: 11.23 points over 2 years plus 4.37 minus 6.86 Same two years each way, and the fall is 2.57 times the size of the rise.
Sankhya climbed 4.37 points above its potential over two years and then fell 11.23 points over the next two, so the two halves of the pattern share a direction and share nothing else, which is what the picture of a regular wave gets wrong.
Try it out

Is a business cycle a wave of fixed length, so that a reader can work out when the next turn is due?

Why does the Sankhya potential line grow at 4.00 per cent rather than 6.00?

Because a reader who has met Sankhya before has met a different capacity line, and the difference deserves a straight answer rather than a quiet substitution. The earlier treatment of Sankhya set potential growing at a steady 6.00 per cent a year. Consider what that does to an account of phases. Sankhya output grows 6.00 per cent in year 4, 6.50 in year 5, then falls, then rises 5.00 per cent in year 8. Against a capacity line climbing 6.00 per cent every single year, actual output never once gets above the line. The shortfall widens or narrows but never changes sign. An economy that can never rise above its own potential can never reach a peak, and an illustration that cannot show a peak cannot show four phases at all.

The honest fix was already sitting in the earlier work. Where potential output and the output gap are taught, the same year 3 was run a second time on a capacity line growing 4.50 per cent instead of 6.00. On that path, year 3 capacity works out at Rs 17,47,240 crore while the counted output for the year is Rs 17,47,200 crore. The two stand Rs 40 crore apart, and against a level above seventeen lakh crore that comes to 0.0023 per cent, so the gap is essentially nil and the economy is sitting level with what it can sustain. The earlier treatment made three claims, and all three are used here: potential is estimated rather than counted, two reasonable methods can differ by a wide margin, and an estimate for a year already finished can be rebuilt later.

So the capacity line here is not a convenience introduced to make the picture come out right; it is the earlier lesson being applied to a year that was always in dispute. The re-estimated year 3 level of Rs 17,47,240 crore is grown at 4.00 per cent a year through to year 8. The 4.00 per cent is itself an assumption, stated openly and held fixed. Holding it fixed keeps everything that moves in the picture coming from actual output. The rate is not measured and not observed, and a different assumption would move every gap figure here without moving a single output figure.

THE YEAR 3 CAPACITY ESTIMATE, REBUILT ON A SLOWER GROWTH ASSUMPTION Rs crore. The scale starts at Rs 17,35,000 crore, not at nil, so the step can be seen. Rs 17,97,760 crore POTENTIAL AT 6.00 PER CENT the earlier assumption less Rs 50,520 crore THE RE-ESTIMATE 4.50 per cent, not 6.00 THE STEP DOWN nothing was re-counted Rs 17,47,240 crore POTENTIAL AT 4.50 PER CENT the line used here ACTUAL OUTPUT Rs 17,47,200 CRORE the counted figure, unchanged in both readings Rs 40 crore apart a gap of 0.0023 per cent From year 3 onward the re-estimated capacity line grows at 4.00 per cent a year and is held there while output moves, so every change in the gap comes from output and none of it comes from the assumption.
Rebuilding Sankhya year 3 capacity on a 4.50 per cent growth assumption instead of 6.00 lowers potential by Rs 50,520 crore to Rs 17,47,240 crore, which lands within Rs 40 crore of the counted output figure that neither reading disputes.
Try it out

Sankhya year 3 potential moves from Rs 17,97,760 crore to Rs 17,47,240 crore. What changed?

Financial Analyst Program Bootcamp — Fin Maverick

The Stages of a Business Cycle, and How a Year Is Placed in One: what happens in each stage?

Four stages, and each one is a statement about two things at once: what output is doing, and where output stands relative to capacity. An expansion is a stretch in which output is rising and the gap is widening in the positive direction, whether the gap has crossed above nil yet or not. A peak is a year the gap rose into and stops rising after. The year output stops rising is a different year. A contraction is a stretch in which output falls. A trough is the last year of that fall, after which output turns up again. The climb away from a trough carries its own name, a recovery, and it is the early part of the next expansion rather than a fifth stage.

Most readers slip on the peak definition, so watch it closely. A peak is not the year output was highest, and it is not the year the gap was largest for its own sake. A peak is the year the gap was still climbing into and stops climbing at, the last moment before the economy starts losing ground against its own capacity. Sankhya output in year 5 is Rs 19,72,414 crore, and output in year 8 is Rs 19,99,066 crore, which is higher. The gap at year 5 is plus 4.37 per cent and every gap after it is smaller, so year 5 is still the peak of this cycle. The peak is a statement about position against capacity, not a high score in rupees.

StageWhat output is doingGap movementSankhya
ExpansionRisingRising, and it may sit below nil, at nil or above itYear 4, gap plus 1.92
PeakStill risingRose into this year and stops rising here, so it is the highest gap of the runYear 5, gap plus 4.37
ContractionFallingFalling, and it crosses below nil if it was not there alreadyYears 6 and 7
TroughLast year of the fallAt its lowest of the runYear 7, gap minus 6.86

Take them in order on the Sankhya path and the shape becomes concrete. Year 3 sits level with capacity, where output of Rs 17,47,200 crore stands beside a capacity estimate of Rs 17,47,240 crore. Year 4 grows 6.00 per cent to Rs 18,52,032 crore while capacity grows 4.00 per cent to Rs 18,17,130 crore, so output pulls ahead by Rs 34,902 crore and the gap opens to plus 1.92 per cent. Year 5 grows 6.50 per cent and pulls further ahead to a gap of plus 4.37 per cent, the furthest it gets. Year 6 output falls 1.00 per cent while capacity keeps climbing, and the gap flips to minus 0.65 per cent. Year 7 falls another 2.50 per cent and the gap reaches minus 6.86 per cent. Year 8 output rises 5.00 per cent, so the fall has ended and the trough was year 7.

EACH STAGE, PLACED WHERE IT ACTUALLY OCCURS ON THE SANKHYA PATH Block height is the output gap in percentage points. Invented economy, illustrative figures. nil nil plus 1.92 plus 4.37 minus 0.65 minus 6.86 minus 5.96 Year 3 Year 4 Year 5 Year 6 Year 7 Year 8 EXPANSION, 2 YEARS CONTRACTION, 2 YEARS RECOVERY PEAK TROUGH Two years up and two years down, and the two stretches are nothing like each other in depth: 4.37 points gained against 11.23 points lost. Year 8 is a recovery in direction while the gap is still 5.96 points down.
The expansion and the contraction each run two years on the Sankhya path, and the contraction takes back 11.23 points of gap against the 4.37 the expansion gained, so equal length says nothing about equal size.
Try it out

Put the four stages in the order a cycle passes through them, starting from an economy sitting level with its capacity.

What drives each stage, and why is it one mechanism rather than four?

Begin on a street corner instead of inside an economy. A workshop opens and takes on eight people. The eight new workers now buy lunch every working day, so the tea stall on the corner sells more, and after a few months the stall keeps a helper on. The helper's household starts buying a second gas cylinder and gets the scooter serviced properly. The mechanic has a fuller week. Every one of those people is somebody else's customer, and every rupee of income is somebody else's revenue. The engine of an expansion is that spending creates income and income creates spending, so the movement supplies its own fuel and does not need a fresh push each year. Written for a whole economy, the sum of what everybody is trying to buy is called aggregate demandThe total spending on goods and services across an economy in a period, adding together households, businesses, government and net purchases from abroad. Aggregate demand is a sum of spending, not a measure of capacity., and an expansion is that sum running ahead of what capacity was quietly growing at.

So why does it ever stop? Because something binds, and there are three usual candidates. The first is physical. Plants, sites and staff run close to full, so an extra order can only be filled by working the same resources harder, and the strain shows up as rising capacity utilisationThe share of a plant, a fleet or an installed base actually in use, usually reported as a percentage of what could be run. A reading near the top says extra orders have to be met by straining rather than by switching idle capacity on.. The second is cost: when everybody is hiring and buying inputs at once, wages and input prices climb, and the same order is worth less to fill. The third is appetite for borrowing on either side. An expansion is usually financed, and both the willingness to lend and the willingness to take on more debt can turn well before anything physical binds. A peak is not a ceiling being hit; it is the moment the loop stops adding to itself, and any one of those three is enough to do it.

Then run the identical loop backwards. Orders thin out, so the workshop cuts the overtime it was paying. The eight households spend a little less, so the tea stall lets the helper go, so the mechanic loses a customer, so the mechanic's household defers a purchase. Nothing new has been introduced. The same chain that carried income into spending is carrying the absence of income into the absence of spending. A contraction is not a separate mechanism from an expansion. A contraction is the same mechanism run in the other direction. One explanation covers both, and a cycle is one thing rather than four.

A trough arrives the way a peak does, when the feedback stops feeding itself. Spending on food, rent, power and medicine has a floor and does not fall to nothing. Machines and vehicles wear out on their own schedule and eventually have to be replaced whatever the mood is. Shops that stopped ordering have been selling from the shelf, and once the shelf is bare somebody has to order again just to stand still. None of that is a rescue and none of it is timed. A trough is simply the point where the fall exhausts the material it was feeding on. Output turns up from there with the shortfall against capacity still wide open.

ONE LOOP, TWO DIRECTIONS: THE SAME FOUR BOXES DRIVE BOTH HALVES Identical geometry in both panels. Only the arrow direction changes. EXPANSION: THE LOOP ADDING TO ITSELF HOUSEHOLDS SPEND a little more each month ORDERS RISE at shops, stalls and workshops MORE WORK hours, then hiring INCOMES RISE and are spent again CONTRACTION: THE SAME LOOP SUBTRACTING HOUSEHOLDS SPEND a little less each month ORDERS FALL at the same shops and stalls LESS WORK hours first, then jobs INCOMES FALL so less is spent again WHAT ENDS THE CLIMB, GIVING A PEAK 1. Plants, sites and staff are already close to full 2. Wages and input costs climb together 3. Appetite to lend or to borrow turns WHAT ENDS THE FALL, GIVING A TROUGH 1. Essential spending has a floor under it 2. Worn out equipment has to be replaced 3. Empty shelves have to be restocked
The four boxes are identical in both panels and only the arrows change direction, which is the whole argument that an expansion and a contraction are one feedback mechanism rather than two separate stories.
Try it out

What keeps an expansion going once it has started?

Try it out

Why is the same mechanism held responsible for a contraction as for an expansion?

Reading an Option Payoff — free micro-course from Fin Maverick

Which reading names a phase, the direction of output or the size of the gap?

Both, in a fixed order, and the order is what stops the whole exercise going wrong. Ask the direction question first: did output rise or fall this year? An economy producing less than it did last year is contracting even if it is still comfortably above its own capacity, so a fall is a contraction whatever the gap says. Only once output is rising does the gap get consulted, and then it is consulted twice: where does it sit, above nil or below, and is it still rising? A gap that is still rising means the economy is gaining ground on capacity, and gaining ground is an expansion. A gap that rose into the year and stops rising there marks the peak. A gap sitting below nil while rising is the early stretch of the same expansion, the part called a recovery.

A phase is decided by the direction of output together with where the gap sits, and never by the size of the gap on its own. Sankhya year 4 is the case that proves it. The gap is plus 1.92 per cent. A reader who has learned that a positive gap means an economy is running hot might reach for the word peak. Year 4 is an expansion, and it is one for a reason that has nothing to do with 1.92 being small: the gap goes on rising, to plus 4.37 per cent in year 5. Year 5 is the peak because the gap stops rising there, not because 4.37 is a large number.

Run the same test on the negative side and it holds. Year 6 has a gap of minus 0.65 per cent and year 8 has a gap of minus 5.96 per cent, so on size alone year 8 looks nine times worse. In year 6 output fell 1.00 per cent and in year 8 it rose 5.00 per cent, so year 6 is a contraction and year 8 is a recovery. Size ranked them in one order and the phase test put them in the opposite one. Size shows how far from capacity the economy is. The distance is worth knowing, and it answers a different question from which phase a year sits in.

One combination turns up constantly in real series, and the panel below produces it readily. Suppose output rises, but by less than capacity grew. Sankhya capacity climbs 4.00 per cent every year, so a year of 2.00 per cent growth leaves output higher and the gap lower at the same time. Output rose, so such a year passes the direction test. The gap was already falling into the year rather than rising, so the year fails the second test. The economy is growing and losing ground in the same twelve months, and none of the four names fits it cleanly. The honest description says exactly that and avoids the word peak. Peak needs a gap that was still climbing into the year it names.

THREE TESTS, ALWAYS IN THIS ORDER, TO PLACE A YEAR IN A PHASE TEST 1. WHICH WAY DID OUTPUT MOVE THIS YEAR? Direction is asked first, and it is asked of output, never of the gap IT FELL, SO: CONTRACTION The gap is not consulted. A fall is a fall whether the economy sits above capacity or below it. The last falling year is the trough. IT ROSE, SO: KEEP GOING Rising output is not yet a phase name. Three different phases have output rising in them, so the gap has to be asked next. TEST 2. IS THE GAP STILL RISING? NO, SO: PEAK The gap rose into this year and stops rising here, while output is still going up. YES, SO: KEEP GOING The economy is gaining ground. One question left, which is position. TEST 3. WHERE DOES THE GAP SIT? BELOW NIL: RECOVERY Climbing back, still short of capacity. It is the early stretch of an expansion. ABOVE NIL: EXPANSION Running ahead of the sustainable level, and still pulling further ahead. THE THREE TESTS RUN ON SANKHYA Year 4 rose, gap still rising, gap above nil EXPANSION at plus 1.92 Year 5 rose, gap stops rising here PEAK at plus 4.37 Year 6 fell, so the gap is not consulted CONTRACTION at minus 0.65 Year 7 fell, and output rose the year after CONTRACTION, and the TROUGH Year 8 rose, gap rising, gap below nil RECOVERY at minus 5.96 THE SIZE OF THE GAP APPEARS NOWHERE IN THE THREE TESTS Year 4 sits at plus 1.92 and is an expansion. Year 8 sits at minus 5.96 and is a recovery. Direction placed both.
Running the three tests in order places Sankhya year 4 as an expansion at plus 1.92 per cent and year 8 as a recovery at minus 5.96 per cent, and the size of either gap plays no part in either verdict.
Try it out

Which reading decides the phase a year belongs to?

The whole Sankhya path, with every year placed by the three tests

Here is the run in one place. Actual output starts from Rs 17,47,200 crore in year 3 and moves by the growth rate shown. Potential starts from the re-estimated Rs 17,47,240 crore and grows 4.00 per cent every year regardless of what output does. The gap is actual less potential, divided by potential, in per cent. The phase in the last column is the output of the three tests and not a label applied first and justified afterwards.

YearActual outputGrowthPotential outputOutput gapPhase, by the tests
Year 3Rs 17,47,200 crorerisingRs 17,47,240 crorenilLevel with capacity, the starting point
Year 4Rs 18,52,032 croreplus 6.00Rs 18,17,130 croreplus 1.92Expansion, gap still rising
Year 5Rs 19,72,414 croreplus 6.50Rs 18,89,815 croreplus 4.37Peak, the gap stops rising
Year 6Rs 19,52,690 croreminus 1.00Rs 19,65,407 croreminus 0.65Contraction, output fell
Year 7Rs 19,03,873 croreminus 2.50Rs 20,44,024 croreminus 6.86Contraction, and the trough
Year 8Rs 19,99,066 croreplus 5.00Rs 21,25,785 croreminus 5.96Recovery, still below capacity

Output and potential are held in whole rupees in the arithmetic and shown rounded to the nearest crore, and gaps and growth rates are rounded to two decimals. The 4.00 per cent growth of potential is an assumption rather than an observation, so every gap in the table is read against a capacity line nobody measured.

The gap swings 11.23 points across this run, from plus 4.37 per cent at the peak to minus 6.86 per cent at the trough, and that swing is the only reason all four phases can be shown on one path. Two details in the table repay a second look. Year 8 produces Rs 19,99,066 crore against year 5's Rs 19,72,414 crore, so year 5 has the highest gap but not the highest output. And year 8, the recovery, sits 5.96 per cent below capacity. Year 6, in the middle of the contraction, sat at minus 0.65 per cent, a better position. Direction and position genuinely are two different readings, and the table shows them disagreeing in both directions.

Try it out

Sankhya year 4 has an output gap of plus 1.92 per cent. Which phase is it, and on what grounds?

Play with it

Move one year's growth and watch the three tests rename the phases.

The panel starts where the table above finishes: year 4 at plus 6.00 per cent, year 5 at plus 6.50, year 6 at minus 1.00, year 7 at minus 2.50 and year 8 at plus 5.00, giving an expansion, a peak, two contracting years with the trough in year 7, and a recovery. Pick a year with the buttons, then move the single slider. The two lines redraw, the phase strip under them renames every year the change touched, and the three test rows light up to show which test settled the verdict. Capacity does not answer to the cycle, so potential keeps growing at 4.00 per cent whatever happens to output. A reader who believes otherwise will misread every phase. Watch for the two combinations that break the size habit: a positive gap that is still an expansion, and a positive growth rate that is still a recovery.

Choose the year to change:
Jump to a setting:
MOVE THE SLIDER. THE LINES, THE PHASE STRIP AND THE THREE TESTS ALL REDRAW.
Year 4 output grew 6.00 per cent to Rs 18,52,032 crore while potential grew 4.00 per cent to Rs 18,17,130 crore, so the gap is plus 1.92 per cent. Output rose and the gap sits above nil and is still rising, so year 4 is an expansion running ahead of the sustainable level. The size of the gap took no part in that verdict. Percentages are rounded to two decimals.
Chosen year
Year 4
Actual output
Rs 18,52,032 crore
Potential output
Rs 18,17,130 crore
Output gap
plus 1.92 per cent
Phase
Expansion, above capacity
Which test settled it
Test 3. Output rose, the gap is still rising and it sits above nil.
Educational illustration. Potential output here grows at a fixed 4.00 per cent, which is an assumption written into the panel and not a measurement, and a real capacity estimate would carry method uncertainty and later revision that this panel does not show. Money is held in whole rupees inside the arithmetic and converted to crore only for display. Percentages are rounded to two decimals, with the rounding done on the size of the number before the sign is put back, so a value landing exactly on a half does not drift toward nil. The peak test needs the following year, so the last year on the path can never be confirmed as a turning point from inside it.
Common Size and Trend Analysis teaches you to make three years of statements comparable and see what moved.

Why is placing a year so hard from inside it?

Three reasons, and they stack. The first is that the output figure itself is late and provisional. A first estimate is built from partial returns and is replaced by fuller ones, so a year can be published as slightly up and later restated as slightly down. The restatement is a revisionA restatement of a figure that has already been published, made when better source data arrives or when the method is rebuilt. A revision changes the number for a period that is already over., and it is routine rather than a sign that anybody got anything wrong.

The second has already had a section of its own above. Potential is an estimate, so the position half of every phase call rests on somebody's method. Changing the assumed growth of capacity from 4.00 per cent to something else moves every gap in the table while every output figure stays exactly where it is. The third is the sharpest: the peak test asks whether the gap is still rising, and that question cannot be answered until the following year exists. Sankhya year 5 is only knowable as the peak once year 6 has been counted. A turn is visible from a year later and invisible from inside, and the limit is the shape of the test rather than a failure of anybody's judgement.

The three difficulties together give a conclusion worth stating plainly. Suppose the first published estimate for Sankhya year 6 had shown output up 0.30 per cent, and a later revision restated it as down 1.00 per cent. On the first estimate, year 6 passes the direction test as a rising year, the gap has stopped rising, and the careful reader names it the peak. On the revised estimate the same year fails the direction test and is a contraction. Nothing about production in year 6 changed. Two careful readers can place the same year in different phases and both be reasoning correctly. They are reasoning on different vintages of the same figure and on different estimates of the same capacity. Any account claiming that a phase can be named with certainty from inside it is selling a confidence the method does not have.

Try it out

Two analysts place the same year in different phases. What is the most likely reason?

Who publishes the readings a phase call would be built from in India?

In India the output series that any phase call stands on is compiled by the Ministry of Statistics and Programme Implementation through the National Statistical Office, as part of the national accountsThe standard set of accounts a statistical system keeps for a whole economy, recording production, income and spending on a common framework so the three can be compared and reconciled.. The Reserve Bank of India compiles long statistical runs and publishes assessments in which activity is discussed, and the Ministry of Finance sets out a yearly account of the economy in the Economic Survey. A number lifted out of one of those releases stops matching its source the moment the next release restates it, and restatement is half of what makes a stage hard to call.

What does a lender actually do with a phase reading?

Not what most readers expect, and certainly not timing. A lender assessing a borrower cannot act on a phase call that will only be confirmed a year later, and would be taking on the forecasting risk of the whole economy if it tried. A phase reading is genuinely useful for a question about the borrower rather than about the economy: how quickly does a turn out there arrive here?

Two things decide that, and both are checkable from documents the lender already has. The first is who the borrower's customers are, and specifically how much of the order bookThe work a business has already been contracted to deliver but has not yet delivered and billed. An order book is a record of committed future revenue, and it says nothing about orders that have not been signed. comes from customers whose own spending moves with the cycle. A workshop supplying construction sites feels a turn within a quarter. Hospitals do not defer, so a firm supplying hospital consumables feels a turn much later and much less. The second is how long the contracts run. A borrower with three year contracts has three years of revenue a downturn cannot reach directly. A borrower selling one job at a time is exposed to the next quarter.

So the practical output is a lag estimate, not a timing call: this borrower feels a turn in about one quarter, that one in about five, and the covenant tests fall due in between. The Sankhya path shows why the distinction matters. Year 8 grows 5.00 per cent, and the growth reads as good news. Output is still Rs 1,26,719 crore short of capacity, and the shortfall is where the borrower's slack orders are sitting. A lender reading only the growth figure would mark the file as recovered while the shortfall in the borrower's own order book has barely started to close.

The reader who sees year 8 growing 5.00 per cent and calls the cycle finished

The call is an easy one to make, and it is the single most common misreading of a recovery. Year 8 grows 5.00 per cent, the fastest growth anywhere on this path outside the expansion itself. Growth is strong, the direction has turned, and the natural sentence to write is that the cycle is over and the economy is back.

Now put the position beside the direction. Year 8 output is Rs 19,99,066 crore against capacity of Rs 21,25,785 crore. The shortfall of Rs 1,26,719 crore is a gap of minus 5.96 per cent. Compare that with year 6, the first year of the contraction, where the gap was minus 0.65 per cent and the shortfall was Rs 12,717 crore. The recovering year sits nine times further below capacity than the year the contraction began, so a reader who calls the cycle finished in year 8 has just described the worst position on the path except for the trough itself as a return to normal.

The fix is one sentence long and it is worth memorising. Growth gives the direction and the gap gives the position, and a recovery is a direction rather than an arrival. A year can be among the fastest on a path and still be one of the worst placed on it, and the two facts do not contradict each other because they are answers to different questions.

THE SAME TWO READINGS FOR TWO YEARS, AND THEY DISAGREE One percentage point is 22 pixels in both panels. Invented economy, illustrative figures. YEAR 6, THE FIRST YEAR OF THE CONTRACTION GROWTH minus 1.00 per cent OUTPUT GAP minus 0.65 per cent Rs 12,717 crore short of capacity YEAR 8, THE RECOVERY GROWTH plus 5.00 per cent OUTPUT GAP minus 5.96 per cent Rs 1,26,719 crore short of capacity nil WHAT THE READER WHO STOPS AT GROWTH HAS JUST DONE Called the cycle finished in the year whose position is nine times worse than the year the contraction began, because the growth reading looked strong on its own. Growth gives the direction. The gap gives the position. A recovery is a direction.
Year 8 grows 5.00 per cent while sitting Rs 1,26,719 crore below capacity, and year 6 falls 1.00 per cent while sitting only Rs 12,717 crore below it, so the faster growing year is the one further from where it could be.
Try it out

Sankhya year 8 grows 5.00 per cent and sits 5.96 per cent below potential. Is the cycle over?

The early signals that a downturn is starting, and the shapes an economy traces on the way out of one, are taken up next. The full comparison of an expansion against a recession, criterion by criterion, is set out separately, as is the awkward case where output is weak and prices are rising at the same time, and so is the split between published series that move early, in step or late. Whether a mechanical rule or a considered judgement should decide what counts as a downturn is settled elsewhere and only used here.
Breaking Into VC Bootcamp — Fin Maverick

Where would a reader find the equivalent readings for an economy that exists?

Once the method is understood on a worked path, the three offices below are where an output series and a written assessment of it actually sit. The next release restates the figures, and the method outlives every one of them.

IssuerWhat sits thereSite
Ministry of Statistics and Programme Implementation, working through the National Statistical OfficeThe national accounts, where output for the whole economy is compiled, together with the notes saying which estimate of a year is currently standing and what an earlier one was replaced bymospi.gov.in
Reserve Bank of IndiaCompiled statistical volumes carrying long runs of activity and price series in one place, and published assessments in which spare capacity is discussed beside the series it was read fromrbi.org.in
Ministry of FinanceThe Economic Survey, which sets out a yearly account of activity in narrative form and names the source under each of its own tablesindiabudget.gov.in

The Republic of Sankhya is invented.
Educational material. Not advice on any investment, tax, budget or market position.

Next →
Fin Maverick Micro CoursesExplore Micro Courses
Fin Maverick BootcampsExplore Bootcamps
Fin Maverick

Finance education that ends in a job, not a certificate that gathers dust. Built for young India.

LEARN
CalculatorsFrameworksComparisonsCareersShowdown
RESOURCES
All CoursesMicro CoursesBootcampsInternships
COMPANY
AboutJob openingPartnership
LEGAL
Privacy PolicyTerms & ConditionsContent LicenseReturn & Refund Policy
© 2026 FIN MAVERICK / BUILT FOR INDIA.DO FINANCE, DO NOT JUST READ ABOUT IT.