Analytics and Attribution
Marketing Mix Modeling
Cookieless top-down measurement that quantifies each channel's true contribution and reallocates budget using econometrics.
Explore the detailWe build PKR-denominated marketing budgets as working decision models, with zero-based channel allocation and cut, hold, scale, and reallocate scenarios, so Pakistani businesses know what to spend, where, and why.

Analytics and Attribution
We build PKR-denominated marketing budgets as working decision models, with zero-based channel allocation and cut, hold, scale, and reallocate scenarios, so Pakistani businesses know what to spend, where, and why.
Review data quality against a business source of truth. Document missing coverage, consent and attribution differences.
A closer look
The approach, practical steps and decisions behind the plan.
Most marketing budgets in Pakistan are built backwards. Someone takes last year’s number, adjusts it by a percentage based on how the year felt, splits it across the same channels as before, and calls it a plan. Nothing in that document explains why each rupee sits where it does, what it is expected to return, or what the business should do when the rupee moves, a channel saturates, or the owner asks for the plan to be cut. Marketing budget planning and scenario modeling replaces that annual ritual with a working decision model — an allocation of spend across channels built from objectives upward, with documented assumptions and a set of scenarios that show what happens if you cut, hold, scale, or reallocate.
WeProms Digital builds these models for Pakistani businesses — D2C brands selling on Shopify and Daraz, B2B services firms with longer sales cycles, and SMEs running serious money through Meta, Google, and marketplace channels. The deliverable is not a presentation that dies after the meeting. It is a budget your finance team can interrogate line by line, with the scenario comparisons ready before anyone asks for them, and a monitoring cadence that keeps the plan honest as the year actually unfolds.
Incremental budgeting is the quiet killer. When every cycle starts from last year’s totals, last year’s mistakes get funded forever — the campaign that kept running because nobody questioned it, the tool nobody remembers buying, the channel that stays over-funded out of pure habit. The budget stops being a decision and becomes an inheritance, and the money that should have moved to better-performing channels never does.
Then there is the currency problem. Meta and Google accounts are typically billed in USD, while revenue arrives in PKR. When the rupee weakens, the same USD delivery costs more rupees — before bank conversion spreads, taxes, and payment fees, which most plans never carry as separate lines. A budget fixed once a year in PKR terms can silently overspend its real allocation without a single extra click being bought. Planning has to track both currencies and treat the exchange rate as a live assumption, not a constant.
Finally, scrutiny has risen everywhere. Marketing spend is now expected to justify itself in the same language finance uses for any other investment — what it buys, what it is expected to return, and what happens under a smaller envelope. Owners and CFOs in Pakistani companies are asking those questions earlier and harder. A budget that cannot answer them is a budget that gets cut by default, usually in the wrong places.
We start with an audit rather than a blank page. Historical spend by channel, the performance each channel can actually evidence, the quality of the tracking behind those numbers, and the recurring costs that hide outside the ad accounts — tools, retainers, payment fees, agency line items. This produces a reconciled baseline, which matters because a model built on unreconciled numbers will confidently optimize toward the wrong answer.
The rebuild is selectively zero-based. Every proposed line is written as a decision package — the objective it serves, its role in the funnel, its cost, its expected outcome range, the evidence behind that expectation, an owner, and timing. Stable commitments with a clear rationale roll forward; everything else has to earn its place against current objectives rather than last year’s totals. Alongside the allocation we maintain an assumption register: every input’s source and date, with low, base, and high values, so when reality diverges from the plan you can see exactly which assumption broke instead of starting over.
Diminishing returns are built into the logic rather than ignored. The next rupee into a channel does not perform like the average rupee already spent — response curves flatten, audiences saturate, auction costs climb. We encode that per channel, so a “just double the budget” request from an optimistic Monday meeting gets answered with where the extra money works and where it mostly buys more of the same.
Each engagement produces a small set of scenarios that answer real management questions instead of a decorative base-optimistic-pessimistic forecast. The hold case preserves the current total and mix as the comparison baseline. The cut case models a specified reduction and shows what gets protected, what gets reduced, and the expected cost of that decision. The scale case models additional funding, including where it can be deployed before diminishing returns swallow it. The reallocate case keeps the total fixed and moves money between channels — often the highest-value scenario, because it costs nothing extra to run.
Every scenario shows channel-by-channel spend, expected outcome ranges, the binding constraints, and the difference against the hold case — in PKR, against your seasonality, with the assumptions visible. CAC and contribution guardrails agreed with finance act as decision rules across all of them: a maximum acceptable acquisition cost, a minimum contribution after marketing spend. The model also defines its own triggers — a guardrail breach, a currency move, a seasonal signal — that prompt a reforecast between formal cycles, plus a monthly reconciliation cadence so planned spend and actual debits never drift apart unnoticed.
The currency layer is treated as a first-class part of the model. The plan is denominated in PKR, but delivery is tracked in the platform’s billing currency as well, with a documented FX buffer sitting among the scenario assumptions rather than being smuggled in as optimism. Payment costs — conversion spreads, taxes, card and bank fees — get their own lines, because the number on the ad platform’s dashboard is not the number that leaves your account.
Seasonality gets the same respect. Pakistani demand does not arrive evenly: Ramadan and Eid create the year’s biggest buying window on a calendar that moves, the wedding season carries fashion and gifting categories through its own peak, and the 11.11 through 12.12 stretch stacks promotional bursts on top of each other. We pace the plan as an always-on core plus a staged seasonal pool — released against evidence on margin, stock, and fulfillment capacity, capped for testing first, scaled only where the numbers support it, and deliberately pulled back after the peak when demand and delivery capacity both fall.
The handover is a budget model plus its audit trail: a reconciled baseline, ranked investment cases, the full scenario comparison, the assumption register, the agreed guardrails, and a monitoring plan that names what is funded, what is conditional, and who owns each line. Your team keeps the model and can rerun it — that is the test of whether it is a decision tool or a slide.
This service also sits deliberately at the front of our measurement work. Brands with larger budgets graduate into marketing mix modeling to estimate what each channel truly contributed; the unit economics and CAC payback work supplies the guardrail numbers; and where tracking is too weak to trust, the measurement strategy and reconciliation work fixes that first. The budget model is where all of those threads become next year’s spending decisions.
This service is built for Pakistani business owners and marketing leads who control a real multi-channel budget and are tired of defending it with instinct — ecommerce brands heading into their biggest quarter, B2B firms planning a year of considered spend, and SMEs facing a cut, a scale-up, or a skeptical finance function with nothing but a gut feeling to answer with. If your budget has never been re-planned from zero, or nobody can say what happens if it changes by twenty percent in either direction, this is the work that fixes that.
A few of the brands we’ve worked with.
See where the work happens and get to know WeProms before your first conversation. Our team is based in Lahore, working with business owners abroad and at home.
Get to know WeProms
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Lahore, Pakistan




154, C1, Nespak Housing Scheme, Lahore 54770, Pakistan.
Working with a remote marketing team
You know your customers and market. Our strategists, creatives and technical specialists in Lahore help put the plan into practice. Agree the contact person, meeting times and approvals before we start.
Agree deliverables and the agency fee. Discuss ad spend and third-party tools separately.
Keep visibility and ownership. Agree access, asset licences and handover as part of the scope.
Agree a review schedule around your time zone. See what was delivered, what the numbers mean and what comes next.
Explore our Pakistan pricing guides for planning ranges and what shapes the cost. Your market, deliverables and existing setup determine the final quote; advertising spend and third-party costs are separate.
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A useful starting brief includes: event and tag inventory; examples of reporting disagreements; order or enquiry source records. We can agree appropriate access after the first conversation.
Review data quality against a business source of truth. Document missing coverage, consent and attribution differences.
We can discuss a one-off implementation, an ongoing scope or an initial build followed by support. The proposal states what is included, dependencies and the review points.
Agency work, media spend and third-party costs are identified separately. Your market, existing setup and delivery requirements determine the final scope and quote.
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