diff --git a/common/user.ts b/common/user.ts
index 97e349ed..f35cbdaf 100644
--- a/common/user.ts
+++ b/common/user.ts
@@ -7,4 +7,6 @@ export type User = {
   balance: number
   createdTime: number
   lastUpdatedTime: number
+  totalPnLCached: number
+  creatorVolumeCached: number
 }
diff --git a/functions/src/index.ts b/functions/src/index.ts
index f61e49b7..bc769ea2 100644
--- a/functions/src/index.ts
+++ b/functions/src/index.ts
@@ -10,3 +10,4 @@ export * from './stripe'
 export * from './sell-bet'
 export * from './create-contract'
 export * from './update-contract-metrics'
+export * from './update-user-metrics'
diff --git a/functions/src/stripe.ts b/functions/src/stripe.ts
index 71ec4a71..2f054392 100644
--- a/functions/src/stripe.ts
+++ b/functions/src/stripe.ts
@@ -4,6 +4,14 @@ import Stripe from 'stripe'
 
 import { payUser } from './utils'
 
+export type StripeTransaction = {
+  userId: string
+  manticDollarQuantity: number
+  sessionId: string
+  session: any
+  timestamp: number
+}
+
 const stripe = new Stripe(functions.config().stripe.apikey, {
   apiVersion: '2020-08-27',
   typescript: true,
@@ -111,12 +119,15 @@ const issueMoneys = async (session: any) => {
   const { userId, manticDollarQuantity } = session.metadata
   const payout = Number.parseInt(manticDollarQuantity)
 
-  await firestore.collection('stripe-transactions').add({
+  const transaction: StripeTransaction = {
     userId,
     manticDollarQuantity: payout, // save as number
     sessionId,
     session,
-  })
+    timestamp: Date.now(),
+  }
+
+  await firestore.collection('stripe-transactions').add(transaction)
 
   await payUser(userId, payout)
 
diff --git a/functions/src/update-user-metrics.ts b/functions/src/update-user-metrics.ts
new file mode 100644
index 00000000..6c81e4d1
--- /dev/null
+++ b/functions/src/update-user-metrics.ts
@@ -0,0 +1,85 @@
+import * as functions from 'firebase-functions'
+import * as admin from 'firebase-admin'
+import * as _ from 'lodash'
+
+import { getValues } from './utils'
+import { Contract } from '../../common/contract'
+import { Bet } from '../../common/bet'
+import { User } from '../../common/user'
+import { calculatePayout } from '../../common/calculate'
+import { StripeTransaction } from '.'
+
+const firestore = admin.firestore()
+
+export const updateUserMetrics = functions.pubsub
+  .schedule('every 15 minutes')
+  .onRun(async () => {
+    const [users, contracts] = await Promise.all([
+      getValues<User>(firestore.collection('users')),
+      getValues<Contract>(firestore.collection('contracts')),
+    ])
+
+    const contractsDict = _.fromPairs(
+      contracts.map((contract) => [contract.id, contract])
+    )
+
+    await Promise.all(
+      users.map(async (user) => {
+        const investmentValue = await computeInvestmentValue(
+          user,
+          contractsDict
+        )
+        const deposits = await getValues<StripeTransaction>(
+          firestore
+            .collection('stripe-transactions')
+            .where('userId', '==', user.id)
+        )
+        const totalDeposits =
+          1000 + _.sumBy(deposits, (deposit) => deposit.manticDollarQuantity)
+        const totalValue = user.balance + investmentValue
+
+        const totalPnL = totalValue - totalDeposits
+
+        const creatorVolume = await computeTotalVolume(user, contractsDict)
+
+        return firestore.collection('users').doc(user.id).update({
+          totalPnLCached: totalPnL,
+          creatorVolumeCached: creatorVolume,
+        })
+      })
+    )
+  })
+
+const computeInvestmentValue = async (
+  user: User,
+  contractsDict: _.Dictionary<Contract>
+) => {
+  const query = firestore.collectionGroup('bets').where('userId', '==', user.id)
+  const bets = await getValues<Bet>(query)
+
+  return _.sumBy(bets, (bet) => {
+    const contract = contractsDict[bet.contractId]
+    if (!contract || contract.isResolved) return 0
+    if (bet.sale || bet.isSold) return 0
+
+    return calculatePayout(contract, bet, 'MKT')
+  })
+}
+
+const computeTotalVolume = async (
+  user: User,
+  contractsDict: _.Dictionary<Contract>
+) => {
+  const creatorContracts = Object.values(contractsDict).filter(
+    (contract) => contract.creatorId === user.id
+  )
+  const volumes = await Promise.all(creatorContracts.map(computeVolume))
+  return _.sum(volumes)
+}
+
+const computeVolume = async (contract: Contract) => {
+  const bets = await getValues<Bet>(
+    firestore.collection(`contracts/${contract.id}/bets`)
+  )
+  return _.sumBy(bets, (bet) => Math.abs(bet.amount))
+}
diff --git a/web/lib/firebase/users.ts b/web/lib/firebase/users.ts
index 1311bdd4..e4a07406 100644
--- a/web/lib/firebase/users.ts
+++ b/web/lib/firebase/users.ts
@@ -74,6 +74,8 @@ export function listenForLogin(onUser: (user: User | null) => void) {
           // TODO: use Firestore timestamp?
           createdTime: Date.now(),
           lastUpdatedTime: Date.now(),
+          totalPnLCached: 0,
+          creatorVolumeCached: 0,
         }
         await setUser(fbUser.uid, user)
       }