Chapter 2
The Business Model:
and the Generation of Cash Flow
2.1 Primitive sets
Definition 2.1 (Primitive sets). Four sets are taken as primitive.
The parties are grouped into customers , suppliers , capital providers , labour , and third parties who assume risk. These are subsets of and cover . An individual party is written as an element of , as in . When a group symbol is used directly as an index it denotes the sum over the parties in that group; for instance . is where degree of freedom (3) moves the paying party, which is the transfer operation of Section 2.6.
Regulation and commercial custom are not counterparties to cash and are therefore not in . They constrain the range from which may be chosen and are treated as the institutional layer in Section 6.3.
2.2 Schedules and spaces
The relationship with party is described as a pair of schedules.
A valuation map measures deliveries in monetary units.
The collections of such tuples are taken as spaces.
| (2.7) |
is called the space of delivery schedules and the space of settlement schedules.
2.3 The map from delivery to settlement
Remark 2.3 ( and are different objects). Capital denotes the map (2.8) itself, that is, the structure. Lower-case denotes the size of the surplus that arises in one period under that structure; it is decomposed into three sources in (6.1) of Chapter 6. fixes the shape of the correspondence between delivery and settlement; measures the share the firm retains under that shape. No general relation between the two is given here. How the choice of moves each term of is discussed term by term in Chapter 6.
2.4 Generating the cash flow
Once in (2.8) is fixed, the settlement with each party is fixed. This is called the cash flow.
Definition 2.4 (Cash flow). Given a delivery , the map returns as its image the tuple of settlements . An element of is a tuple of functions indexed by party, so its -th component is a function on . Write
| (2.9) |
Then is the net movement of cash between the firm and party at time in state . Inflows to the firm are positive. Payments to suppliers or to labour appear as .
takes exactly one argument, the tuple of deliveries ; it does not take or . The dependence on time and state is carried by the that returns.
is the image of . Replacing produces a different from the same delivery . This is the central operation of the text.
Equation (2.9) carries three indices: who, when, and in which state. The usual financial statements are projections that collapse this object along one index.
| Statement | Operation | Content |
| Income statement | aggregation over | includes accrual adjustments |
| Balance sheet | a cross-section at fixed | unsettled balances |
| Cash-flow statement | differences along | the actual movement of cash |
Remark 2.5 (Every quantity here is a level). Every quantity introduced after (2.9) — including , and — is a level. Each is defined as a value at a time , and no notation for change is provided.
This is not a presentational choice but a limitation. As Part IV confirms repeatedly, the levels of these quantities differ by two orders of magnitude across industries and product forms, and cross-sectional comparison cannot be interpreted. What can be read is change over time within one object.
The text has no theoretical apparatus for change and deals with it case by case in the empirical work (Section 19.4.3).
Example 2.6 (The three indices made concrete). Consider a service priced at 1,000 yen a month and supplied to 100 customers. If customer pays at the end of each month, then
which does not depend on . If cancellation is possible, contains the cancellation time and does depend on .
With a single supplier, , and a server cost of 30,000 yen a month, . Written with the group index, .
2.5 Degrees of freedom of
The features that specify in (2.8) are organized into six degrees of freedom. They divide into those that correspond to the three indices of (2.9) and those that do not.
- (1)
- Timing: the order of and . Moves . Fixes the sign of .
- (3)
- Paying party: the beneficiary, a third party, or the opposite side of the market. Moves the index .
- (4)
- State dependence: whether is measurable with respect to . Moves , and fixes where risk resides. This is exactly the -measurability of Chapter 4; the range the designer of may choose from is bounded by (Proposition 4.1, Remark 4.2).
That which fixes the functional form of the map.
- (2)
- Form of dependence: how
depends on .
The linear forms collapse into a single family.
(2.10) is the part independent of the quantity delivered and is the unit price. gives a flat fee, gives usage pricing, and both non-zero gives a two-part tariff. A non-linear form is outcome-contingent pricing , where is the outcome and turns the outcome into a settlement; whether is observable belongs to degree of freedom (4) (Chapter 4).
Remark 2.7 (The typeface of , and the use of ). The in (2.10) is the fixed part of a tariff and is a different quantity from the -algebra on the state space. The two are distinguished by typeface.
Throughout this text denotes marginal cost and is always written with its argument, (Definition 2.14). A flat fee is written .
Properties on the side of the domain .
- (5)
- Separation of right from exercise: whether the contractual right and realized use can diverge.
- (6)
- Repetition: one-off, auto-renewing, or with a committed term. Fixes the transaction frequency .
Remark 2.8 (Three groups). (1), (3) and (4) move the indices of (2.9): they change where is placed for the same . (2) fixes the form of the map itself (Remark 2.7), and (5) and (6) are properties of the domain .
The three risk operations of Section 2.6 are the operations that move (1), (3) and (4).
Of these, (1) and (2) respectively fix the sign of and the room for cognitive surplus. These two axes give a coarse partition of the space of (Figure 2.1). The two are taken from different groups: (1) moves an index and (2) fixes a functional form.
The two axes of the partition and the degrees of freedom used to assign a family are different things. The assignment order of Section 7.9 uses (3), (4) and (6); (1) and (2) do not appear. The former are axes for viewing the space of coarsely, the latter a rule for assigning an observed uniquely; the purposes differ.
2.6 Three risk operations
Because there are three indices, there are only three operations on . The correspondence is an organization contributed here.
| Index moved | Name | Invariant | Examples |
| timing | total | advances, instalments, leases | |
| transfer | total and variance | factoring, buying insurance | |
| pooling | total | underwriting, diversified investment |
As Remark 2.8 states, these three are the operations that move degrees of freedom (1), (3) and (4): timing moves , transfer moves , and pooling moves .
Of the three, only pooling actually reduces variance. This is a consequence of probability theory and holds independently of the structure of . It is quoted here, not derived.
Proposition 2.9 (Variance reduction by pooling). For identically distributed risks with variance and pairwise correlation , provided does not depend on ,
| (2.11) |
Proof. By bilinearity of covariance,
Dividing both sides by gives the first equality. As , and , which gives the limit. □
Remark 2.10 (Independence is a finite resource). The limit in (2.11) is , which is non-zero whenever . Pooling consumes independence, and independence is a finite resource. Underwriting limits on earthquake insurance, the sensitivity of platforms to the business cycle, and systemic risk among financial institutions all come from the same term of this equation.
Remark 2.11 (Endogeneity of ). Proposition 2.9 treats as an exogenous constant. The assumption is hard to sustain.
The mechanism that makes endogenous is not the exhaustion of poolable risks but the fact that the act of pooling itself creates correlation. The example of [30] is clear: if two parties each take half of two risks and diversify perfectly, each party’s individual probability of failure falls, but their portfolios become perfectly correlated. The nature of the risk is unchanged, yet correlation between the parties appears.
Hence is a function of the number of poolers and the overlap of their holdings, and the limit in (2.11) can rise as pooling proceeds. The proof is formally correct, but its range of application is confined to cases with few poolers and little overlap. This dependence is not treated here (Section 19.4.1).
Remark 2.12 (Social optimality of pooling). The mechanism of Remark 2.11 implies that the individual and the collective optimum can diverge. [19] derives conditions under which the diversification optimal for an intermediary is not socially optimal and restricting risk sharing is preferable.
This text is written from the standpoint of an individual operator and does not treat the effect of the choice of on the system. Family 5-4 (underwriting) and family 6-2 (escrow) in Part II make pooling their business and are the types where this point bears directly.
Example 2.13 (How fast correlation bites). With and , at the standard deviation falls to . With , however,
Even as the standard deviation does not fall below . At a correlation of — a modest value — the benefit of pooling is more than halved.
2.6.1 Cost fixed by technology
Producing a delivery costs something. Because this text does not treat the composition of inputs, production technology appears only as a correspondence from delivery to cost.
is given independently of . Different can be placed on the same technology, and the same on different technologies. What this text varies is , not the technology.
Remark 2.15 (No shape is assumed for ). Neither monotonicity nor convexity is assumed for . Cost structures differ greatly across industries, and imposing one shape would narrow the range of application.
The price is that the optimal quantity delivered cannot be fixed at an interior point. The capacity constraint (2.17) supplies an upper bound, but the point short of it at which cost balances price does not follow from the assumptions made here. Where the level of matters later — the allocation in Chapter 8, for instance — it is treated as a corner of the constraint set.
The split is meaningful because the second term is real. arises from all six degrees of freedom of (Section 2.5).
| Kind | Route | Content |
| Setup | conclusion | the cost of agreeing with the counterparty; small for standard contracts, large for negotiated ones |
| Operation | measurement | under , must be metered and billed |
| rights management | administering : memberships, tracking balances |
|
| ongoing handling | auto-renewal, cancellation |
|
| Securing performance | collection and bad debt | under , invoicing, chasing, and losses on non-collection |
| verification | under , confirming |
|
| dispute | disputes arise even when the contract is written |
|
| Outsourcing | intermediation | settlement, delivery, customer acquisition performed by others |
Remark 2.16 (Advances cost something too). (an advance) requires no collection cost, but it does create custody of the funds held, refund handling, and regulatory compliance. The deposit obligation under the Payment Services Act, treated in Section 8.5, is an example. whatever the sign of .
Remark 2.17 (Conditions under which is ignored). From here on is not written explicitly. Two conditions make it negligible.
- (1)
- Operations are systematized. Once the machinery is built, the marginal cost per transaction of measurement, rights management and ongoing handling approaches zero.
- (2)
- No intermediary is used. Intermediation fees are proportional to transaction value and do not vanish with systematization. Chapter 17 measures this cost and maps it onto the kinds of in Remark 17.1.
The range in which the conditions hold is limited. They hold for the solo business of Chapter 8 and for family 2 in Part IV, but not for the small firms treated in Chapter 16. Where invoicing and chasing are done by hand, cannot be ignored.
The price of the omission should be stated. Because is dropped, this text cannot treat the route by which the choice of feeds back into through cost. Equation (2.12) is not used again; only appears. A relation such as “lengthening raises collection cost” cannot be written within this framework.
What is called a business model here is therefore the freedom to choose different contractual forms on an identical cost structure. That freedom is not complete: the choice of feeds back into cost through . Where appears is collected in Remark 2.19.
Remark 2.18 (Switching cost and the value of waiting). Treating as a choice variable amounts to setting the switching cost to zero. The cost of changing from one to another belongs to the setup term of and is not generally zero.
In the theory of irreversible investment ([8]), a decision is irreversible not because it cannot physically be undone but because undoing it is expensive and locks in a particular path. Writing for the switching cost and for the gain in surplus from changing :
| no change is possible; the first choice is final |
|
| the assumption made here: is freely chosen |
|
| there is value in delaying the choice |
In the third case waiting has value: it can be optimal not to fix until the uncertainty resolves. This implication is not treated here. For the solo business of Chapter 8, where the switching cost is relatively large, the point may not be negligible.
Remark 2.19 (Where appears). The quantities of Definition 2.14 are used repeatedly. is defined as an advantage in (Chapter 6); a near-zero marginal cost is the condition that relaxes the capacity constraint (Chapter 8); and the fact that both and can be specified in advance is the condition for replicability (Chapter 9). The physical layer refers to these properties of (Section 6.3).
Example 2.20 (Identical , different ). The same business software can be supplied in three ways.
| Settlement | (mid-period, one customer) | |
| Perpetual licence | 240,000 yen on installation | −120,000 yen |
| Annual | 60,000 yen at the start of each year | −30,000 yen |
| Monthly in arrears | 5,000 yen at each month end | +2,500 yen |
The technology is identical and so is the marginal cost. Only differs, yet the sign of reverses and the working capital required changes.
2.7 Divergence between right and exercise
Degrees of freedom (2) and (5) are linked. When is proportional to the customer pays for what is used, so right and exercise coincide. Only when is independent of can the two diverge.
When degree of freedom (5) of (2.8) is present, define the following.
Definition 2.21 (Right and exercise). Let be the ceiling the contract grants the customer and the use actually realized. Write the divergence as and define the gross margin arising from it as
| (2.15) |
Remark 2.22 (Which contractual forms admit divergence). Equation (2.15) can be positive only when the contract states explicitly.
Under usage pricing , the customer’s total payment is . No use means no payment, so the contract need not state a ceiling and the difference is undefined.
Under a flat fee, where does not depend on , the consideration is fixed irrespective of use, so the contract states the extent of the right . Here can be realized. Under a two-part tariff , divergence arises only over the range corresponding to the fixed part .
This is a consequence of Definition 2.21, not an independent claim. It presumes that is given exogenously. When the customer chooses from a menu, the two are determined jointly and the meaning of the difference changes (Section 19.4.1).
Remark 2.23 (The general form of the capacity constraint, and the simplification used here). Capacity on the supply side covers the occupancy of a facility, the number of machines, the disposable time of staff, and so on. Since is a function on by the definitions of Chapter 2, the general form of the capacity constraint is evaluated at each instant.
| (2.16) |
Capacity itself depends on time because opening hours, equipment run-times and staffing all vary over time.
From here on is treated as a constant, that is, (2.16) is used in the form integrated over the whole period,
| (2.17) |
where denotes a total.
The simplification is justified when demand is distributed over time in roughly the same way across members and capacity does not vary by time of day. When neither holds, only the peak instant binds and (2.17) is stronger than necessary. Chapter 16 treats an observation with which this simplification does not agree.
Proposition 2.24 (Membership under a capacity constraint). Suppose the capacity constraint (2.17) is present and the number of members and average use are determined independently (the number of members is written because is reserved for the margin). Then a flat membership is feasible only if
| (2.18) |
that is, low utilization is a condition of feasibility.
Proof. Let be the number of members and each member’s contractual ceiling. If every member exercised the right, demand would be . Feasibility requires . On the other hand, since members join because they value , normally (otherwise the capacity constraint does not bind). Combining the two gives . □
Example 2.25 (Two kinds of membership). A facility with room for 100 has 1,000 members and charges 8,000 yen a month. If is “use it every day”, far exceeds capacity. At an actual utilization of 10%, and the constraint is just satisfied. If utilization rises to 30%, the business fails physically.
By contrast, where the fee grants a right to purchase discounts there is no capacity constraint, and higher utilization is favourable because it enlarges the purchasing volume. Outwardly both belong to family 2-1, but the shape of the feasible region differs.