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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
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The Commodity CycleGoldHow to Read Global…Supply ShocksStrategic Petroleum ReservesBrent vs WTI Crude OilHow Oil Prices Reach…
11Macro Data Records
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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…

How to Build Base, Bull and Bear Macro Scenarios

Build a scenario set by fixing the variable list first, then writing each case as a different set of values for those same variables, then carrying every case through identical arithmetic, and attaching probabilities only at the end. Cases built from different variable lists cannot be set beside one another, and that single slip is the commonest way a scenario set falls apart.

Two ideas do their work here without being rebuilt. A macro variable travels along routes to reach a company's revenue, its cost lines and its interest bill, and those routes are set out under macro transmission. A reading discipline settles which published figure a case may start from, and that discipline came out of the work on releases and their later rounds. Both are taken as given from here on.

Where the figures come from: each of the three profit lines below was recomputed from its own published variable values, so a reader can redo any of them independently. The institutions named further down appear for their role alone.

In what order does a scenario set get built?

Seven steps, and the order is the whole method. Each step is an action, and each one leaves behind something written that the next step picks up. Why a currency move reaches a cost line, and why one variable moves an output more than another does, are covered separately and are used here as finished inputs.

The order matters because six of the seven steps are cheap to redo and the first one is not. Change a value at step two and the arithmetic is rerun. Change the variable list after three cases exist and every case has to be written again. A case is only a set of values for a list, and a new list makes the old values an incomplete answer to a different question.

Consider a household deciding whether next year works on one salary. Somebody proposes listing the bills the household does not control, then writing three versions. Rent, the school fee, the electricity bill. Three lines, fixed before anybody argues. Then the good year, the ordinary year and the bad year are each just three numbers against those three lines, and the difference between the three totals is readable because the three lists are identical. The moment one version quietly adds a wedding to the bad year, the totals stop being comparable, and nobody in the room can say how much of the gap is the bad year and how much is the wedding.

SEVEN STEPS. EACH ONE IS AN ACTION, AND EACH ONE LEAVES SOMETHING WRITTEN 1 Fix the variable list Output: three to five named variables, one list, used by every case without exception 2 Write the base case as one value for every variable on that list Output: one value per variable, and nothing left blank 3 Write the bull case and the bear case by moving those same variables Output: two further complete value sets, with no variable added to either 4 Carry all three value sets through the same arithmetic to the same line Output: three figures, one for each case, reached by an identical route 5 Attach a probability to each case Output: three probabilities that add to one hundred per cent, and no fourth number 6 Compute the weighted figure, then write down what it is not Output: one figure, carrying its own label, sitting in none of the three cases 7 Write what would move a probability Output: two or three named conditions attached to each of the three cases THE SET IS FINISHED WHEN THOSE SEVEN OUTPUTS EXIST. IT DOES NOT FINISH WITH A PREDICTION.
Each of the seven steps produces something written down, and the next step consumes only what the last one produced, which is why the two highlighted rows are the two that change everything downstream of them.
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Step one: what gets fixed before a single case is written?

The variable list, and nothing else. Three to five macro variables, named, each one a thing the analyst does not control. Nirvi Engineering, an invented manufacturer inside the invented Republic of Sankhya, carries a list of three entries: the exchange rate of the Marut unit, the price of oil in foreign currency, and the policy rateThe interest rate a central bank sets and lends at, which other lending rates in the economy tend to follow. Where it comes from and how it travels are handled elsewhere; here it is simply a number a case names.. The variable list is written once and then closed.

A case is nothing more than a set of values for a list, and two cases can be compared only when the list underneath them is the same one. Fixing the list first is the whole reason three cases can be set beside one another later. Get this wrong and every later step is wasted effort. Get it right and steps two through seven are close to mechanical.

How many variables? Enough that the output can actually move, few enough that a reader can hold them. Three is comfortable. Five is a stretch. Ten is a spreadsheet nobody reads, and the extra seven are usually there because somebody could not decide what mattered rather than because they matter.

ONE LIST, FIXED FIRST, THREE CASES THREE CASES, THREE DIFFERENT LISTS THE LIST the exchange rate the oil price in foreign currency the policy rate NO SHARED LIST EXISTS HERE Each case named its own variables while it was being written, so there is no one list to point at. BASE, three values for those three BULL, three values for those three BEAR, three values for those three BASE, on rate, oil and the policy rate BULL, with export demand swapped in BEAR, with a fourth line for wages WHAT A GAP BETWEEN TWO OUTPUTS MEANS One thing only: the values moved. Nothing else changed between them. WHAT A GAP BETWEEN TWO OUTPUTS MEANS One thing only: the values moved. Two things at once, mixed together.
Only the left set can be compared, because there a difference between two outputs can mean exactly one thing, while on the right a gap mixes a change in values with a change in what was counted at all.
Try it out

What gets fixed at step one, before anything else happens?

Try it out

Why can three cases built from three different variable lists not be set beside one another?

Step two: what does the base case actually say?

The base case gives one value to each variable on the list, and every value is one that can be defended by pointing at something rather than by arguing for it. For Nirvi Engineering the base takes the published Sankhya settings as they stand: the exchange rate at 80.00 Marut per foreign unit, the oil price as an indexA series rebased so that one chosen starting point equals a round number, usually one hundred, so later readings are read as movements away from it rather than as levels. at 100.00 in foreign currency terms, and the policy rate at 6.00 per cent.

Base means most assumable, not most likely. Those are different words and they do different work. Most assumable means the source of the number can be named and a reader can go and look at the same place. Most likely is a claim about the future, and a claim about the future is a forecastA statement of what somebody thinks a number will actually turn out to be. Making one honestly, and telling one apart from a scenario, are both covered separately.. A scenario set against a forecast is worked through in Building an Economic Scenario: Assumptions Made Explicit, and the distinction is taken as given here.

The practical test is short. The sentence "this value is here because" has to be finishable. If the ending is a source, the value belongs in the base. If the ending is "it feels about right", it belongs in the bull or the bear, where a stated stretch is exactly what is wanted.

THE BASE CASE: THREE VALUES, AND THE COMPANY LINES THEY LAND ON THE THREE VARIABLES, AT BASE Exchange rate of the Marut unit 80.00 Marut per foreign unit Oil price, in foreign currency 100.00 index, base of the set Policy rate 6.00 per cent Every one of the three is a published Sankhya setting, not an opinion. NIRVI ENGINEERING, AS PUBLISHED Revenue Rs 1,000 crore of which exported Rs 300 crore Costs Rs 900 crore of which imported Rs 360 crore of which the oil line Rs 90 crore Interest bill Rs 18 crore THE BASE OUTPUT LINE Rs 100 crore BASE MEANS MOST ASSUMABLE. IT DOES NOT MEAN MOST LIKELY, AND IT IS NOT A PREDICTION.
The base case takes each of the three variables at a published Sankhya setting and lands on the company's published profit line of Rs 100 crore, so nothing in it has been chosen because it felt right.
Try it out

Does base mean most likely?

Step three: how do the bull and the bear case get written?

By moving the same three variables and touching nothing else. The bull case moves all three in directions that help this company; the bear case moves all three in directions that hurt it. Notice that the direction which helps has to be worked out for this company rather than assumed. Nirvi Engineering buys more from abroad than it sells there, and macro transmission sets out the routes in full.

A case that introduces a variable the other cases do not carry has left the set, however sensible the new variable is on its own. The rule is not about the quality of the idea. The rule is about what a difference between two outputs is then allowed to mean. Add wages to the bear case and the bear output is now answering a different question from the other two, so putting the three side by side is comparing answers to different questions.

Here are the nine values, three variables against three cases, with nothing hidden. The policy rate row carries its move in basis pointsHundredths of one percentage point. A move of fifty basis points is half a percentage point. Quoting rate changes this way keeps half points and quarter points out of fractions. as well as in per cent, because a rate move is normally quoted that way.

VariableBaseBullBear
Exchange rate, Marut per foreign unit80.0060.0096.00
which is a move in the Marut unit ofnonea gain of 25.00 per centa fall of 20.00 per cent
Oil price in foreign currency, index100.0080.00125.00
which is a move in that price ofnonea fall of 20.00 per centa rise of 25.00 per cent
Policy rate, per cent6.005.256.50
which is a move ofnonea cut of 75 basis pointsa rise of 50 basis points
Number of variables carried333

The Marut unit gains in the bull case. A reader who expects an exporter to want a depreciationA currency losing value against another one, so more units of it are needed to buy the same foreign amount. Which businesses it helps and which it hurts is covered separately. will find that surprising. The routes that make it so were laid out in Macro Transmission: How a Variable Reaches a Company's Numbers, and here the direction is simply used.

Step four: what carries all three cases to one output line?

The same arithmetic, run three times. Not similar arithmetic. The same lines in the same order, with only the nine values from step three differing between the runs. The output line for this set is the profit line, and it is defined once so it can be checked: revenue less costs, then adjusted by however much the interest bill has moved away from its base of Rs 18 crore. At base nothing has moved, so the line reproduces the published Rs 100 crore exactly.

The cost baseThe total of what a business spends to produce what it sells, before interest. Named lines let a variable be applied to the part of the cost base it actually touches. splits into three named lines so each variable can be applied to the part it touches: imported inputs other than oil at Rs 270 crore, the oil line at Rs 90 crore, and costs incurred at home at Rs 540 crore, which add to the published Rs 900 crore. The oil line carries both the exchange rate and the oil price, and the two moves compoundTwo percentage moves applied one after the other, so the second acts on the result of the first rather than on the original. Adding two moves instead of compounding them is a separate lesson. rather than add, which the work on commodity prices established and which is taken as given here.

THE SAME NINE LINES, RUN THREE TIMES, IN Rs CRORE THE LINE, IDENTICAL IN ALL THREE BASE BULL BEAR Export revenue 300 225 360 Revenue earned at home 700 700 700 Revenue 1,000 925 1,060 Imported inputs other than oil 270 202.50 324 The oil line 90 54 135 Costs incurred at home 540 540 540 Costs 900 796.50 999 Revenue less costs 100 128.50 61 Interest bill, against a base of 18 18 16.50 19 THE PROFIT LINE 100 130 60 SAME LINES, SAME ORDER, DIFFERENT INPUTS. THAT IS WHAT MAKES THE THREE FIGURES A SET.
All three cases travel down an identical column of lines and differ only in the nine values fed in, which is why Rs 100 crore, Rs 130 crore and Rs 60 crore can be read as one set rather than three separate calculations.

How much each individual variable moves that profit line, expressed per one per cent so two variables can be set beside each other, is sensitivityHow far one output moves when one input moves by a stated amount. Sensitivity is covered separately. Here the arithmetic is simply run, and no single variable is measured on its own., and it is worked through in Macro Sensitivity: Measuring How Much a Variable Moves an Outcome. Step four takes nothing from it. Step four just runs the three columns and writes down what comes out.

India

Which real bodies would a variable list have to be checked against?

Sankhya is a made up country, so its three settings were written for this guide. If the same list were being built for India, three real bodies would supply the vocabulary. The Reserve Bank of India is the central bank and the monetary authority, so a policy rate variable is phrased in its terms. The Ministry of Finance is the government's finance department, so tax and spending variables are phrased in its terms. The National Statistical Office sits within the Ministry of Statistics and Programme Implementation and prepares the national accounts and the price statistics. An output or price variable is phrased in its terms. Anything numeric belonging to those three bodies has to be read from each body's own site, on the day it is needed.

Step five: how do probabilities get attached without inventing precision?

One number is written against each case, the three add to one hundred per cent, and that is the end of it. For this set: 50.00 per cent on the base, 25.00 on the bull and 25.00 on the bear. Those three numbers are the whole of step five.

Round numbers are the honest ones here, and false precision is the dishonest one. Saying 50, 25 and 25 says something a reader can check against the stated reasoning: the base carries twice the weight of either side, and the two sides carry the same weight as each other. Saying 47, 26 and 27 says the same thing plus a claim that 26 can be told from 27, and nobody building a scenario set from three macro variables can tell 26 from 27. The extra digits are not extra information. The extra digits are an assertion about the sharpness of the author's own judgement, made silently, in a place where a reader is unlikely to challenge it.

The everyday version: a shopkeeper asked how busy tomorrow will be says "about the same as today, maybe a bit less". Asked to put a number on it he says half. He does not say 47 per cent. Two extra digits would set the listener wondering what the shopkeeper thinks he knows, and the number would be believed less rather than more.

TWO SETS OF PROBABILITIES, BOTH ADDING TO ONE HUNDRED PER CENT WRITTEN ROUND BASE 50 per cent BULL 25 per cent BEAR 25 per cent Says the base carries twice the weight of either side, and the two sides carry equal weight. WRITTEN PRECISE BASE 47 per cent BULL 26 per cent BEAR 27 per cent Says all of that, and adds a claim that the bear can be told apart from the bull by one point. THREE EXTRA DIGITS. NO EXTRA INFORMATION. ONLY AN EXTRA CLAIM ABOUT THE SHARPNESS OF THE JUDGEMENT BEHIND THEM.
The two probability sets carry almost the same widths and almost the same meaning, and the only real difference is that the lower one silently claims a sharpness of judgement nobody building three macro cases has.
Try it out

Why are round probabilities more honest than precise ones on a set like this?

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Step six: what is the weighted figure, and what is it not?

Multiply each case output by its probability and add the three. Rs 100 crore at 50.00 per cent gives Rs 50 crore. Rs 130 crore at 25.00 per cent gives Rs 32.50 crore. Rs 60 crore at 25.00 per cent gives Rs 15 crore. The three add to Rs 97.50 crore.

Now the part that matters more than the arithmetic. Rs 97.50 crore sits below the base case and happens in none of the three cases, so it is a summary of the assumptions in the set and not an outcome anybody has described. The three cases put profit at Rs 100 crore, Rs 130 crore and Rs 60 crore. There is no fourth case. No case lands on Rs 97.50 crore, and no fourth set of values exists that would put profit there.

A reader who plans around Rs 97.50 crore has planned for a state of the world that no line of the set describes. A reader covering a shortfall has to cover the bear case at Rs 60 crore. The bear case sits Rs 40 crore below the base, not the Rs 2.50 crore that separates the weighted figure from the base. The weighted figure is Rs 37.50 crore away from the case that would hurt.

THE THREE CASES, AND THE WEIGHTED FIGURE, ON ONE SCALE IN Rs CRORE BEAR Rs 60 crore BASE Rs 100 crore BULL Rs 130 crore 50 70 90 110 140 THE WEIGHTED FIGURE Rs 97.50 crore THE SAME STRETCH MAGNIFIED, Rs 95 CRORE TO Rs 102 CRORE Rs 97.50 crore Rs 100 crore, the base Rs 2.50 crore of empty space NO CASE SITS AT Rs 97.50 CRORE. IT IS A SUMMARY OF ASSUMPTIONS, NOT AN OUTCOME.
The weighted figure of Rs 97.50 crore lands in empty space below the base case and above the bear case, and the magnified strip shows that the nearest described outcome is Rs 2.50 crore away from it.
Try it out

The three cases give Rs 100 crore, Rs 130 crore and Rs 60 crore, at 50, 25 and 25 per cent. What is the weighted figure?

Try it out

Which of the three cases produces that figure?

Value at Risk and What It Hides teaches you to compute value at risk three ways, interpret the figure, and say precisely what it refuses to describe.

Step seven: what would move a probability?

Two or three named conditions per case, written now rather than later, each one a thing that could actually be observed. Not "if things get worse". Something a person could point at and say yes, that happened, or no, it did not. Each condition is written against the three variables the list already carries. A condition about something outside the list has nowhere to attach.

CaseProbability written at step fiveWhat would move that probability
Base50.00 per centAll three Sankhya settings still sitting where the base put them at the next reading. Or one of them moving while the other two hold, which would take weight from the base towards whichever side that move helps.
Bull25.00 per centThe Marut unit strengthening past the base setting for a sustained stretch. Or the foreign currency oil price starting a run downwards while the Marut unit holds.
Bear25.00 per centThe Marut unit weakening past the base setting. Or the foreign currency oil price rising while the Marut unit weakens at the same time, which is the pairing that moves this company's oil line fastest.

A condition that nobody could ever mark as met or not met is not a condition, and a scenario set full of them is a set whose probabilities can never be revised for a stated reason. That is why the conditions are written against the three variables the list already carries. Conditions written that way keep the whole set closed: three variables, three cases, three probabilities, and every condition pointing back at something already named.

When does the building stop?

When six things are written down and not before: the variable list, three complete value sets, three output figures, three probabilities that add to one hundred per cent, the weighted figure with its label attached, and the conditions for each case. The six written outputs are the finish line, and the finish line is a checklist rather than a conclusion.

A scenario set is not a prediction and cannot be turned into one by finishing it. The building does not stop with a prediction. At the end of step seven what is known is what three stated sets of assumptions do to one company's profit line, and how much weight rests on each set. Nobody knows what will happen, and nothing in the seven steps was ever going to settle it. Honest forecasting is a separate craft, worked through in Forecasting Honestly: Consensus, Range and Probability.

SIX WRITTEN OUTPUTS FINISH THE SET, AND A SEVENTH NEVER JOINS THEM The variable list, three to five named variables, closed from step one Three complete value sets, nine values in all, nothing blank steps two and three Three output figures: Rs 100 crore, Rs 130 crore, Rs 60 crore from step four Three probabilities adding to one hundred per cent: 50, 25 and 25 from step five Rs 97.50 crore, carrying the label that says it is not an outcome from step six Two or three conditions written against each of the three cases from step seven A statement of what the profit line will actually be from no step at all THE SEVENTH BOX IS NOT ON THE LIST AND NEVER JOINS IT.
The set is complete when the six written outputs exist rather than when the reader has formed a view, and the seventh box stays empty because no step in the sequence produces it.
Try it out

When does the building stop?

Play with it

Rebuild all three cases and watch the weighted figure move

The three variables from step one are fixed inside this panel and every case carries all three. Selecting a case and a variable moves that variable in that case only. The panel then runs the same nine lines three times, reports the three profit figures and the weighted figure, and names which case the weighted figure equals, if any. The panel opens on the published set: Rs 100 crore, Rs 130 crore and Rs 60 crore at 50, 25 and 25 per cent, weighting to Rs 97.50 crore.

What a scenario set never says: no figure in it is likely, expected or a forecast, no case outranks another, and no variable belongs to one case alone. Try the last control below and the panel refuses in words rather than quietly producing a number.
a gain of 40.00 per centno movea fall of 40.00 per cent
THREE CASES, THE SAME NINE LINES, AND WHERE THE WEIGHTED FIGURE LANDS Rs 100.00 crore BASE 80.00 / 100.00 / 6.00 Rs 130.00 crore BULL 60.00 / 80.00 / 5.25 Rs 60.00 crore BEAR 96.00 / 125.00 / 6.50 THE FOUR FIGURES ON ONE SCALE BEAR 60.00 BASE 100.00 BULL 130.00 WEIGHTED 97.50, IN NO CASE
The three cases stand at Rs 100.00 crore, Rs 130.00 crore and Rs 60.00 crore, all three built from the same list of three variables. Weighted at 50, 25 and 25 per cent, the figure is Rs 97.50 crore, which is a summary of the assumptions in the set. It equals none of the three cases, so no case in this set describes it. The exchange rate is being moved in the base case, currently at no move.
Base case profit
100.00
Bull case profit
130.00
Bear case profit
60.00
Weighted figure
97.50
Cases it equals
None
Educational illustration. Sankhya, the Marut unit and Nirvi Engineering were written for teaching, so every line of the arithmetic can be checked by hand. Held constant across every case: revenue earned at home of Rs 700 crore, costs incurred at home of Rs 540 crore, exports of Rs 300 crore before any exchange rate move, imported inputs other than oil of Rs 270 crore, an oil line of Rs 90 crore, borrowings of Rs 200 crore, and a base interest bill of Rs 18 crore at 9.00 per cent. Every amount is held inside the panel in whole rupees and only converted to crore for display, so no running total is ever built on a rounded figure. Profit figures and the weighted figure are in Rs crore; variable moves are in per cent and basis points.
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What makes a scenario set worth building rather than decorative?

The three cases differ only in the values of a fixed list, so a reader can see which variable is doing the work. Look back at the bull case: profit rose Rs 30 crore, and Rs 22.50 crore of that came from the oil line while the exchange rate contributed Rs 6 crore and the policy rate Rs 1.50 crore. The decomposition into three variables is readable only because nothing else moved. Change the list between cases and the decomposition disappears, and what is left is three numbers with a story attached.

A lender reads a set this way. The bear case at Rs 60 crore against an interest bill of Rs 19 crore in that same case tells the credit officer how thin the cover gets when all three variables move against the borrower at once, and the officer can then ask which of the three would have to move for that to happen. A household version of the same reading: the bad year in the three column sheet is not there to be believed, it is there to be sized. Somebody can then ask whether the emergency fund covers the gap between the ordinary year and the bad one.

A set is useful when a reader can take it apart. Taking a set apart needs every case built from the same list. A decorative set is one where the three cases each sound reasonable, each carries a number, and none of them can be traced back to a variable, which makes the whole thing an illustration of somebody's mood.

What breaks when one case carries a variable the others do not?

The bear case that quietly grew a fourth variable

Somebody building the bear case remembers that wage costs also rise when things go badly, and adds a wage line of Rs 20 crore to the bear case alone. Rising wages in a bad year is a reasonable thought. The bear output drops from Rs 60 crore to Rs 40 crore, and the three cases now read Rs 100 crore, Rs 130 crore and Rs 40 crore.

Here is what has been destroyed. The spread from bull to bear was Rs 70 crore and is now Rs 90 crore. Of that Rs 90 crore, Rs 70 crore comes from the three shared variables and Rs 20 crore comes from a variable that exists in exactly one column. The fourth variable appears in exactly one place, buried inside a number. Nobody reading the three outputs can separate the two. The set has stopped being an experiment on three variables and has become two experiments reported as one.

The weighted figure goes with it. At the same 50, 25 and 25 per cent the weighting now gives Rs 92.50 crore, and the Rs 5 crore difference from the original Rs 97.50 crore is a fourth variable leaking into a summary that names only three.

The fix is not to remove the wage line. The fix is to add it to all three cases and rerun every column. A scenario set is an experiment, and an experiment changes one thing at a time. Wages then become the fourth variable on the list, the base and the bull cases get a wage value too, and the four column set is comparable again.

WHAT THE THREE OUTPUTS LOOK LIKE AFTER ONE CASE GREW A FOURTH VARIABLE BASE, THREE VARIABLES exchange rate oil price policy rate . Rs 100 crore BULL, THREE VARIABLES exchange rate oil price policy rate Rs 130 crore BEAR, FOUR VARIABLES exchange rate oil price policy rate a wage line, here and nowhere else Rs 40 crore THE SPREAD FROM BULL TO BEAR, Rs 90 CRORE, TAKEN APART Rs 70 crore the three shared variables Rs 20 crore the wage line The reader is handed Rs 100 crore, Rs 130 crore and Rs 40 crore. The dividing line above is drawn here because the wage line was put there, and is invisible in the outputs. TWO EXPERIMENTS REPORTED AS ONE. THE FIX IS TO PUT WAGES IN ALL THREE, NOT TO DROP IT.
Adding a variable to one case alone turns the spread between two outputs into a mixture of Rs 70 crore of shared movement and Rs 20 crore of something only one column ever contained.
Try it out

A reader adds a wage line to the bear case only, and the bear output falls to Rs 40 crore. What has gone wrong?

The seven steps build a set and nothing more. Setting a scenario against a forecast belongs to Building an Economic Scenario: Assumptions Made Explicit. Measuring how far one variable moves an output belongs to Macro Sensitivity: Measuring How Much a Variable Moves an Outcome. Forecasting honestly belongs to Forecasting Honestly: Consensus, Range and Probability.
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Where would the real institutions be checked?

Sankhya is a teaching country and its three settings were written for teaching. The rows below are the real Indian bodies to consult if the same list were being built for somewhere that exists, and each is listed for its role alone.

BodyWhat kind of body it isWhere it livesLooked at
Reserve Bank of IndiaThe central bank and the monetary authority. A policy rate variable takes its wording from here, and any level or decision has to be read at source.rbi.org.in20 August 2026
Ministry of Finance, Government of IndiaThe government's finance department. Tax and spending variables, which a wider list than these three would carry, take their wording from here.finmin.nic.in20 August 2026
National Statistical Office, within the Ministry of Statistics and Programme ImplementationThe body that prepares the national accounts and the price statistics, so an output or price variable takes its wording and its definitions from here.mospi.gov.in20 August 2026

The Republic of Sankhya, its Marut unit and Nirvi Engineering are invented.
Educational material. Not advice on any investment, tax, budget or market position.

Framework

Other frameworks in Scenarios and Transmission

Framework

How to Map Macro Variables to a Company's Numbers

Framework

How India's Macro Institutions Fit Together

Framework

How Interest Rates Feed Into Equity Valuation

Framework

How Inflation Reaches Company Margins, and by How Much

Framework

How Currency Moves Split Exporters and Importers

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