/return-calculations
Compute and compare investment return metrics including TWR, MWR (dollar-weighted IRR on portfolio cash flows), CAGR, and annualized returns. Use when the user asks about portfolio performance calculation, comparing manager returns, linking sub-period returns, understanding why
$ npx -y skills add JoelLewis/finance_skills --skill return-calculations --agent claude-codeHow it fires
How this skill gets triggered: by you, by Claude, or both.
- Fires itselfAuto-invocation. Claude auto-loads it when your prompt matches the work.Auto-invocation is when the right skill fires by itself at the right moment, driven by a FLOW.md router and a hook, instead of you invoking it by name. It is the difference between a skill being installed and a skill actually getting used.Read the full definition →
- You can call itInvoke it directly when you want it.
- Slash command
/return-calculations
Context preview
The summary Claude sees to decide when to auto-load this skill.
Compute and compare investment return metrics including TWR, MWR (dollar-weighted IRR on portfolio cash flows), CAGR, and annualized returns. Use when the user asks about portfolio performance calculation, comparing manager returns, linking sub-period returns, understanding why
SKILL.md
return-calculations.SKILL.mdname: return-calculations
description: "Compute and compare investment return metrics including TWR, MWR (dollar-weighted IRR on portfolio cash flows), CAGR, and annualized returns. Use when the user asks about portfolio performance calculation, comparing manager returns, linking sub-period returns, understanding why different return methods give different numbers, converting returns across time periods, or computing the IRR of an investor's own contributions and withdrawals. Also trigger when users mention 'how much did I make', 'annual return', 'compound growth', 'dollar-weighted vs time-weighted', 'what was my rate of return', 'geometric vs arithmetic mean', 'log returns', or ask about the effect of cash flows on reported returns. For project or loan IRR, NPV, and generic 'solve for the rate' problems, use time-value-of-money instead."
Return Calculations
Core Concepts
Simple (Holding Period) Return
$$R = \frac{V_{end} - V_{begin} + D}{V_{begin}}$$
where `D` = distributions (dividends, interest) received during the period. If `V_end` already reflects reinvested distributions, do not add `D` again.
Mean and Log Return Conventions
- **Arithmetic mean** `R_a = (1/n) * sum(R_i)` — unbiased estimate of the expected *single-period* return (use for forward-looking inputs, e.g., mean-variance optimization). Always >= geometric mean; overstates realized compound growth.
- **Geometric mean** `R_g = [prod(1 + R_i)]^(1/n) - 1` — the correct measure of realized multi-period compound growth. The gap below the arithmetic mean approximates `sigma^2 / 2` (volatility drag).
- **Log return** `r = ln(V_end / V_begin)` — time-additive (`r_total = r_1 + ... + r_n`), so preferred for statistical modeling and multi-period aggregation. Convert with `R_simple = e^r - 1` and `r = ln(1 + R_simple)`. Log returns are additive across time but NOT across assets.
CAGR (Compound Annual Growth Rate)
$$CAGR = \left(\frac{V_{end}}{V_{begin}}\right)^{1/n} - 1$$
where `n` is measured in years. The annualized geometric growth rate between two valuations with no intermediate cash flows.
Time-Weighted Return (TWR)
Chain-links sub-period returns calculated between each external cash flow, removing the effect of cash flow timing. TWR measures the manager's investment skill independent of investor deposit/withdrawal decisions, and is the GIPS standard for manager performance.
$$1 + R_{TWR} = \prod_{i=1}^{n}(1 + R_i), \qquad R_i = \frac{V_{end,i}}{V_{begin,i} + CF_i} - 1$$
Exact TWR requires a portfolio valuation on every cash flow date.
Modified Dietz Return
When valuations on each cash flow date are unavailable, Modified Dietz approximates the period return by day-weighting each external cash flow within the period:
$$R_{MD} = \frac{V_{end} - V_{begin} - CF_{net}}{V_{begin} + \sum_i CF_i \times w_i}, \qquad w_i = \frac{CD - D_i}{CD}$$
where `CF_net` = sum of external cash flows, `CD` = calendar days in the period, and `D_i` = day of flow `i` (so `w_i` is the fraction of the period the flow was invested). It is a money-weighted approximation; chain-linking Modified Dietz sub-period returns approximates TWR. Accuracy degrades when flows are large relative to portfolio value or markets are volatile within the period — revalue on large-flow dates instead.
Money-Weighted Return (MWR / IRR)
The internal rate of return that sets the NPV of all investor cash flows (contributions, withdrawals, and terminal value) to zero:
$$0 = \sum_{t=0}^{T} \frac{CF_t}{(1 + r)^t}$$
MWR reflects the actual investor experience because it is sensitive to the timing and magnitude of cash flows. Solved numerically (Newton-Raphson or bisection).
Annualization
$$R_{annual} = (1 + R_{period})^{periods\_per\_year} - 1$$
For example, a 2% quarterly return annualizes to `(1.02)^4 - 1 = 8.24%`.
Sub-Period Linking
$$(1 + R_{total}) = \prod_{i=1}^{n}(1 + R_i)$$
The foundational identity behind TWR and CAGR.
Worked Examples
Example 1: Computing CAGR from a 5-Year Investment
**Given:** An investment of $10,000 grows to $16,105.10 over exactly 5 years with no intermediate cash flows.
**Calculate:** The compound annual growth rate (CAGR).
**Solution:**
CAGR = (V_end / V_begin)^(1/n) - 1
CAGR = (16,105.10 / 10,000)^(1/5) - 1
CAGR = (1.610510)^(0.2) - 1
CAGR = 1.10 - 1
CAGR = 0.10 = 10%
The investment grew at a compound annual rate of **10%** per year.
Verification: `$10,000 * (1.10)^5 = $10,000 * 1.61051 = $16,105.10`
Example 2: TWR vs MWR Divergence with Poorly Timed Cash Flow
**Given:** A fund has the following history:
- Start of Year 1: Portfolio value = $100,000
- End of Year 1: Portfolio value = $120,000 (return = +20%)
- Start of Year 2: Investor deposits $100,000, bringing portfolio to $220,000
- End of Year 2: Portfolio value = $198,000 (return = -10%)
**Calculate:** Both TWR and MWR, and explain the divergence.
**Solution:**
**Time-Weighted Return (TWR):**
Sub-period 1 return: R_1 = (120,000 - 100,000) / 100,000 = +20%
Sub-period 2 return: R_2 = (198,000 - 220,000) / 220,000 = -10%
TWR (cumulative) = (1 + 0.20) * (1 + (-0.10)) - 1
= 1.20 * 0.90 - 1
= 1.08 - 1
= +8.0%
TWR (annualized) = (1.08)^(1/2) - 1 = 3.92%**Money-Weighted Return (MWR / IRR):** Cash flows from the investor's perspective:
- t=0: -$100,000 (initial investment)
- t=1: -$100,000 (additional deposit)
- t=2: +$198,000 (terminal value)
Solve: `-100,000 + (-100,000)/(1+r) + 198,000/(1+r)^2 = 0`
This is quadratic in `x = 1/(1+r)`; the positive root gives r = -0.66815% (verifiable with the bundled script or any IRR solver).
NPV check at r = -0.0066815:
-100,000 + (-100,000)/0.9933185 + 198,000/0.9933185^2
= -100,000 - 100,672.65 + 200,672.65
= 0.00 (exact)
The MWR is approximately **-0.67% annualized**.
**Interpretation:** The TWR of +3.92% annualized reflects the manager's skill: the fund gained 20% then lost 10%, netting
Read more
name: return-calculations description: "Compute and compare investment return metrics including TWR, MWR (dollar-weighted IRR on portfolio cash flows), CAGR, and annualized returns. Use when the user asks about portfolio performance calculation, comparing manager returns, linking sub-period returns, understanding why different return methods give different numbers, converting returns across time periods, or computing the IRR of an investor's own contributions and withdrawals. Also trigger when users mention 'how much did I make', 'annual return', 'compound growth', 'dollar-weighted vs time-weighted', 'what was my rate of return', 'geometric vs arithmetic mean', 'log returns', or ask about the effect of cash flows on reported returns. For project or loan IRR, NPV, and generic 'solve for the rate' problems, use time-value-of-money instead."
Return Calculations
Core Concepts
Simple (Holding Period) Return
$$R = \frac{V_{end} - V_{begin} + D}{V_{begin}}$$
where `D` = distributions (dividends, interest) received during the period. If `V_end` already reflects reinvested distributions, do not add `D` again.
Mean and Log Return Conventions
- **Arithmetic mean** `R_a = (1/n) * sum(R_i)` — unbiased estimate of the expected *single-period* return (use for forward-looking inputs, e.g., mean-variance optimization). Always >= geometric mean; overstates realized compound growth.
- **Geometric mean** `R_g = [prod(1 + R_i)]^(1/n) - 1` — the correct measure of realized multi-period compound growth. The gap below the arithmetic mean approximates `sigma^2 / 2` (volatility drag).
- **Log return** `r = ln(V_end / V_begin)` — time-additive (`r_total = r_1 + ... + r_n`), so preferred for statistical modeling and multi-period aggregation. Convert with `R_simple = e^r - 1` and `r = ln(1 + R_simple)`. Log returns are additive across time but NOT across assets.
CAGR (Compound Annual Growth Rate)
$$CAGR = \left(\frac{V_{end}}{V_{begin}}\right)^{1/n} - 1$$
where `n` is measured in years. The annualized geometric growth rate between two valuations with no intermediate cash flows.
Time-Weighted Return (TWR)
Chain-links sub-period returns calculated between each external cash flow, removing the effect of cash flow timing. TWR measures the manager's investment skill independent of investor deposit/withdrawal decisions, and is the GIPS standard for manager performance.
$$1 + R_{TWR} = \prod_{i=1}^{n}(1 + R_i), \qquad R_i = \frac{V_{end,i}}{V_{begin,i} + CF_i} - 1$$
Exact TWR requires a portfolio valuation on every cash flow date.
Modified Dietz Return
When valuations on each cash flow date are unavailable, Modified Dietz approximates the period return by day-weighting each external cash flow within the period:
$$R_{MD} = \frac{V_{end} - V_{begin} - CF_{net}}{V_{begin} + \sum_i CF_i \times w_i}, \qquad w_i = \frac{CD - D_i}{CD}$$
where `CF_net` = sum of external cash flows, `CD` = calendar days in the period, and `D_i` = day of flow `i` (so `w_i` is the fraction of the period the flow was invested). It is a money-weighted approximation; chain-linking Modified Dietz sub-period returns approximates TWR. Accuracy degrades when flows are large relative to portfolio value or markets are volatile within the period — revalue on large-flow dates instead.
Money-Weighted Return (MWR / IRR)
The internal rate of return that sets the NPV of all investor cash flows (contributions, withdrawals, and terminal value) to zero:
$$0 = \sum_{t=0}^{T} \frac{CF_t}{(1 + r)^t}$$
MWR reflects the actual investor experience because it is sensitive to the timing and magnitude of cash flows. Solved numerically (Newton-Raphson or bisection).
Annualization
$$R_{annual} = (1 + R_{period})^{periods\_per\_year} - 1$$
For example, a 2% quarterly return annualizes to `(1.02)^4 - 1 = 8.24%`.
Sub-Period Linking
$$(1 + R_{total}) = \prod_{i=1}^{n}(1 + R_i)$$
The foundational identity behind TWR and CAGR.
Worked Examples
Example 1: Computing CAGR from a 5-Year Investment
**Given:** An investment of $10,000 grows to $16,105.10 over exactly 5 years with no intermediate cash flows.
**Calculate:** The compound annual growth rate (CAGR).
**Solution:**
CAGR = (V_end / V_begin)^(1/n) - 1 CAGR = (16,105.10 / 10,000)^(1/5) - 1 CAGR = (1.610510)^(0.2) - 1 CAGR = 1.10 - 1 CAGR = 0.10 = 10%
The investment grew at a compound annual rate of **10%** per year.
Verification: `$10,000 * (1.10)^5 = $10,000 * 1.61051 = $16,105.10`
Example 2: TWR vs MWR Divergence with Poorly Timed Cash Flow
**Given:** A fund has the following history:
- Start of Year 1: Portfolio value = $100,000
- End of Year 1: Portfolio value = $120,000 (return = +20%)
- Start of Year 2: Investor deposits $100,000, bringing portfolio to $220,000
- End of Year 2: Portfolio value = $198,000 (return = -10%)
**Calculate:** Both TWR and MWR, and explain the divergence.
**Solution:**
**Time-Weighted Return (TWR):**
Sub-period 1 return: R_1 = (120,000 - 100,000) / 100,000 = +20%
Sub-period 2 return: R_2 = (198,000 - 220,000) / 220,000 = -10%
TWR (cumulative) = (1 + 0.20) * (1 + (-0.10)) - 1
= 1.20 * 0.90 - 1
= 1.08 - 1
= +8.0%
TWR (annualized) = (1.08)^(1/2) - 1 = 3.92%**Money-Weighted Return (MWR / IRR):** Cash flows from the investor's perspective:
- t=0: -$100,000 (initial investment)
- t=1: -$100,000 (additional deposit)
- t=2: +$198,000 (terminal value)
Solve: `-100,000 + (-100,000)/(1+r) + 198,000/(1+r)^2 = 0`
This is quadratic in `x = 1/(1+r)`; the positive root gives r = -0.66815% (verifiable with the bundled script or any IRR solver).
NPV check at r = -0.0066815:
-100,000 + (-100,000)/0.9933185 + 198,000/0.9933185^2 = -100,000 - 100,672.65 + 200,672.65 = 0.00 (exact)
The MWR is approximately **-0.67% annualized**.
**Interpretation:** The TWR of +3.92% annualized reflects the manager's skill: the fund gained 20% then lost 10%, netting
A collection of Claude Code skill plugins for financial services. 91 skills across 7 domain plugins teach Claude investment management, regulatory compliance, advisory workflows, trading operations, and more — so it can assist with finance questions, build
Other skills on finance-skills.
- /advisor-dashboards
Design, build, and optimize dashboards for RIA practice management with AUM tracking, revenue analytics, and KPI frameworks. Use when the user asks about tracking firm-level metrics, monitoring advisor productivity, measuring organic growth rate, analyzing client retention and
Open skill - /client-onboarding
Design and implement end-to-end client onboarding workflows from prospect intake through funded account, covering KYC verification, document collection, e-signature, and custodian submission. Use when the user asks about building a digital onboarding flow, integrating identity
Open skill - /client-reporting-delivery
Design, generate, and deliver client performance reports across all channels, covering quarterly reports, tax reporting, portal integration, and compliance review. Use when the user asks about building or redesigning report templates, choosing what to include in quarterly or
Open skill - /client-review-prep
Prepare advisors for client review meetings by assembling context packages, performance summaries, drift analysis, talking points, and meeting agendas. Use when the user asks about preparing for a client review, building a pre-meeting checklist, generating talking points for an
Open skill - /crm-client-lifecycle
Design and optimize CRM systems and client lifecycle workflows for advisory firms, covering segmentation, household management, service tiers, and retention analytics. Use when the user asks about client segmentation models, building household structures, defining service tier
Open skill - /fee-billing
Build and manage advisory fee billing operations from fee schedule design through calculation, collection, revenue recognition, and compliance disclosure. Use when the user asks about tiered or breakpoint fee schedules, billing cycle configuration, AUM valuation for billing,
Open skill

