Money & metrics · also called fourth-quarter effect, holiday season effect, Black Friday effect
Q4 effect
The Q4 effect is the rise in advertising prices and budgets from October to December, driven by holiday shopping, followed by a sharp drop in January.
The fourth quarter is when retailers make their year, and they advertise accordingly. From October budgets swell, peaking around Black Friday, Cyber Monday and the weeks before Christmas. Then in January spending falls back abruptly.
For an arbitrageur, Q4 is a tug of war. On the selling side, more advertisers with bigger budgets push up bids on the search feed, so RPC tends to rise, especially in shopping-related verticals. On the buying side, the same advertisers crowd the auctions on social and native platforms, so CPM and CPC rise too. Whether the spread improves depends on the vertical and on how well the operator's keywords match what advertisers are chasing that season.
Three practical points. Costs can spike within days around the big shopping dates, so limits and automation rules need to be in place. Larger Q4 spend means a larger cash-flow float, collected in January and February. And the January fall catches operators who mistake seasonal strength for a permanent improvement and enter the new year with budgets set for December's prices.
An example
Say in November RPV rises 25% from $0.27 to $0.3375 while CPC rises 40% from $0.20 to $0.28. Profit per visit shrinks from $0.07 to about $0.06 despite higher revenue: ROI falls from 35% to about 20.5%.
Related terms
Seasonality
Seasonality is the predictable rise and fall of traffic costs, advertiser bids and user interest at different times of the year, month or week.
CPM (cost per mille)
CPM is the price of one thousand ad impressions; "mille" is Latin for thousand.
RPC (revenue per click)
RPC is the average revenue earned per monetised (paid ad) click: the "sell" price in search arbitrage. Convert it to revenue per visitor (RPV) before comparing it with CPC.
Scaling
Scaling is increasing a profitable campaign's ad spend to earn more total profit, ideally without eroding the return that made it worth growing.
Cash-flow float
Cash-flow float is the money an arbitrage business must fund between paying for traffic today and receiving the matching feed revenue weeks later.