Research exists to explain markets,
not predict them.

The objective is to reduce uncertainty by explaining mechanisms supported by verifiable, primary-source evidence. Every conclusion traces back to observable data. The chain always runs from cause to sector to company — never from headline to stock.

01
Evidence before conclusions

No analytical position is formed before the primary-source data is assembled and verified. The evidence determines the conclusion — not the other way around.

02
Mechanism before opinion

Every published piece explains how something works before stating what it means. The causal chain — trigger to transmission to impact — must be visible to the reader.

03
Explicit assumptions

Readers must know what is known as fact and what is inferred from evidence. Named inferences are labelled clearly, always. Hedging language is not a substitute for proper labelling.

04
Transparent uncertainty

Inference is never presented as fact. When a data point cannot be verified from a Tier 1 source, it is either sourced properly or excluded — never estimated or recalled from memory.

05
Long-term credibility

Short-term engagement that compromises accuracy is rejected. One corrected or retracted figure costs more credibility than years of consistent, accurate analysis can build.

06
PSX-native framing

All analysis is grounded in Pakistan's equity market structure, its regulatory environment, and its specific data sources. Global comparisons are context, never the primary frame.

Source tiers

Every figure published by Jamil Research is sourced from a Tier 1 primary source unless explicitly stated otherwise. When tiers conflict, the higher tier always overrides — conflicting sources are resolved explicitly, never averaged.

Tier Sources Data Type Rule
Tier 1 PSX · Company Filings · SBP · PBS · Finance Division · SECP · NCCPL Index levels, policy rates, CPI, earnings, flows, regulatory decisions Always preferred. Primary sources. No substitution without explicit disclosure.
Tier 2 Industry associations · Broker research · IMF · World Bank Sector data, economic projections, institutional analysis Secondary. Use when Tier 1 is unavailable. Source must be stated explicitly.
Tier 3 Bloomberg · Reuters · Dawn Business · Profit News, market commentary, corporate announcements Tertiary. Must be cross-verified against Tier 1 before use. Never sole source.
Tier 4 Social media · Forums · Blogs Never used as evidence. Never cited. No exceptions.
PSX
Official closing PDFs · Index levels · Per-stock closes · Market structure data
NCCPL / FinHisaab
FIPI · LIPI · Institutional flow data · Weekly and monthly flows
SBP
Policy rate · PIB/T-bill yields · PKR data · Monetary policy decisions
PBS
CPI prints · Macro data · Inflation components · National accounts
Company Filings
Quarterly and annual financials · Receivables · Circular debt exposure · Board announcements
Finance Division / SECP
Budget documents · Policy decisions · Regulatory announcements · PSDP allocations

Eight steps, never reversed

The sequence is fixed. No step may begin before the preceding one is complete. Analysis never begins at step 5 and works backward to justify conclusions already formed.

01
Collect facts

Gather raw data exclusively from Tier 1 sources: PSX, NCCPL, SBP, PBS, company filings, and regulatory bodies. Nothing is accepted at this stage without a traceable primary source.

02
Verify

Every key figure is confirmed against at least two independent, reliable sources. If verification cannot be completed, the figure is excluded — never estimated. The multi-source verification rule has no exceptions.

03
Identify the mechanism

Map the causal chain from event to transmission to market and sector impact. This step produces the analytical spine — the answer to "why" and "how," not just "what."

04
Test assumptions

For every assumption built into the analysis, ask: what must be true for this to hold? Assumptions are made explicit, not buried in the prose. If an assumption cannot survive scrutiny, it is restated or the conclusion is amended.

05
Consider alternative explanations

The most obvious mechanism is examined alongside competing explanations. Confirmation bias is actively resisted. If an alternative explanation is more consistent with the evidence, it is adopted.

06
Draw conclusions

Conclusions follow from the evidence — they do not precede it. Verified facts are stated cleanly. Inferences are labelled as such and separated from the established record.

07
State risks and the falsifier

Every thesis names the specific evidence that would prove it wrong — the falsifier. Known risks, potential risks, and acknowledged unknowns are separated and stated explicitly. No thesis publishes without this step.

08
Publish

The final output clears all quality gates — research QA, writing QA, design QA, and compliance QA — before it reaches any platform. Publication is a consequence of completion, not a deadline target.

From event to equity market

Every macro event is mapped through the same transmission chain — from economy-wide impact down to individual company earnings and valuation. No analysis stops at the headline.

Layer 1
Event

The triggering event — a monetary policy decision, a CPI print, a budget announcement, an oil price move, a corporate filing, a regulatory change. Confirmed as resolved before framing begins.

Layer 2
Economy / Macro

How the event affects the broader economy: interest rates, inflation trajectory, exchange rate, fiscal stance, import dynamics, external account, liquidity conditions.

Layer 3
Sector

Which sectors are affected, how, and by how much. Revenue drivers, cost structure, government policy linkages, and regulatory exposure are all assessed. Beneficiaries and exposed names are named.

Layer 4
Company

Named KSE-100 heavyweights are assessed through the mechanism. Circular debt exposure, FCF vs. reported EPS divergence, working capital quality, and balance sheet position are all examined where relevant.

Layer 5
Earnings

The directional earnings impact — magnitude, timing, and the assumptions underlying the estimate. Reported profit divergence from free cash flow is flagged, not buried.

Layer 6
Valuation

Re-rating or de-rating — the directional mechanism, not a price target. Assessed against the sector's own history, its peers, and the KSE-100 broad market. No return promises.

Layer 7
Risk & What to Watch

The falsifier — the specific, measurable data point that would invalidate the thesis. The leading indicator to watch. The timeline on which the mechanism plays out or breaks down.

The Six-Question Standard

Every completed analysis must answer all six questions. A missing answer means the research is incomplete and does not publish. These are not a checklist — they are the structure of a complete analytical argument.

QUESTION 01
What happened?

The verified event, stated precisely. Not a paraphrase of the headline — the specific, sourced fact that anchors the analysis.

QUESTION 02
Why did it happen?

The upstream cause. The decision, data, or structural condition that produced the event. Mechanism over narrative.

QUESTION 03
How does the transmission mechanism work?

The full causal chain — from event through economy to sector to company. This is the analytical core of every publication.

QUESTION 04
Who benefits?

Named sectors, named companies. Not "equities broadly" — the specific beneficiaries, with the mechanism that advantages them stated.

QUESTION 05
What breaks this thesis?

The falsifier — the specific, measurable evidence that would prove the analysis wrong. Every thesis has one. If one cannot be named, the thesis is not credible.

QUESTION 06
What should be watched next?

The forward variable — the data point, event, or indicator that will confirm or challenge the thesis. Gives readers something concrete to monitor.

Verified fact or named inference.
Nothing in between.

Every important statement in a Jamil Research publication belongs to one of two categories, and that category is made visible to the reader. Hedging language — "broadly supportive," "consistent with," "seems to suggest" — is not an accepted substitute for proper labelling.

Verified Fact
Supported by Tier 1 evidence

The source is named. No hedging is required or used. The statement stands on its primary-source citation. Two independent sources have confirmed the figure.

"OGDC reported Rs 142bn in net profit for H1 FY26 (company filing, PSX)."
Named Inference
Evidence suggests the conclusion

Uncertainty remains and is stated. The inference is labelled explicitly. The assumption underpinning the inference is named. The reader knows what is known and what is reasoned from evidence.

"If circular debt payments maintain their current pace, OGDC's FCF is likely to approach its stated EPS by Q4 FY26 — this assumes no further accumulation."

A graduated confidence system — verified, high, moderate, speculative — reintroduces the hedging language the brand explicitly rejects. The binary framework forces clarity: every statement is either a clean fact with a citation, or a labelled inference with its assumptions made visible. There is no middle ground.

Sector-specific KPIs

Every sector analysis is anchored to the metrics that actually drive that sector's earnings — not generic financial ratios applied uniformly. The KPIs below are the primary analytical lenses used in every PSX sector piece.

Sector Key Performance Indicators
Banks
NIM CASA Ratio PIB/T-bill Spread NPL Ratio Advances Growth
E&P
Production Volumes Circular Debt Overdue Wellhead Gas Price FCF vs EPS Gap
Cement
Local Dispatches Export Dispatches Coal Cost Utilisation Rate PSDP Allocation
Fertiliser
Gas Price at Plant Gate Urea Offtake DAP Imports vs Local Farmer Affordability
OMCs
Throughput Inventory Gains/Losses Receivables Storage Capacity
Power
Sent-out Units Capacity Payments Circular Debt Receivables NEPRA Tariff
Autos
Unit Sales Localisation Level Financing Rates FX Impact on CBU/CKD
Textile
Cotton Prices Yarn/Fabric Exports Energy Cost PKR Competitiveness
Tech
USD Revenue Staff Costs in PKR Contract Pipeline Margin Profile

Every thesis names what would prove it wrong

A thesis without a falsifier is not analysis — it is advocacy. Jamil Research requires every analytical conclusion to name the specific evidence that would invalidate it, the timing at which the falsifier would manifest, and the leading indicator to monitor.

Common falsifiers identified in PSX equity analysis

Unexpected SBP policy reversal — rate hike or cut outside the forward curve

OGRA or NEPRA tariff decision contrary to expected direction

Demand destruction evident in volume data before the thesis plays out

PKR movement beyond the modelled range — affects import costs, debt service, margins

Commodity price shock — oil, coal, LNG, urea — outside the base case

Lower-than-expected earnings versus the mechanism's directional forecast

Circular debt acceleration, not stabilisation — E&P and OMC receivables

IMF programme disruption — tranche delay, condition breach, or review failure

Regulatory intervention contrary to the modelled policy path

PSDP allocation undershoot — cement, construction, infrastructure

FIPI flow reversal of the identified institutional positioning

Block trade misread as organic institutional flow — NCCPL anomaly

Education and analysis only

Jamil Research operates as an educational and analytical publication. It is not a licensed investment advisor. No publication provides personalised investment advice. The following rules apply to every piece, every platform, without exception.

  • No recommendation to buy or sell any security
  • No price targets or entry/exit prices
  • No projected or guaranteed return figures
  • No personalised investment advice
  • Watchlist format only: Ticker | Why it is on the list (mechanism) | What would change the view (falsifier)
  • Mechanism and falsifier framing on every analytical conclusion
  • Disclaimer on every published piece, every format: "Education & analysis, not investment advice."

Nothing publishes until all four gates pass

Every publication clears four independent quality checks before reaching any platform. A single failed gate stops publication. Gates are not a courtesy review — they are the final control on accuracy, brand integrity, and compliance.

Gate 1 — Research QA
Evidence verified from Tier 1 source
≥2 independent sources for every key figure
Mechanism clearly explained — not just the conclusion
Alternative explanations considered and addressed
All assumptions stated explicitly
Risks discussed — known and potential
Falsifier identified and specific
Arithmetic coherence confirmed
FIPI/LIPI anomaly checked if flow data used
Gate 2 — Writing QA
Mechanism-first — why before what
No hedging language on verified facts
All six questions answered
No forbidden vocabulary — hype, superlatives, marketing tone
Inferences labelled as inferences
Disclaimer present
Article length meets content type minimum
No price targets or buy/sell language
Gate 3 — Design QA
Brand-correct hex values — no approximations
No clipped text, no overflow, no overlap
Figures in infographics match post copy exactly
SAFE constant respected for each platform
Distinct SVG master produced for X, LinkedIn, and OG
ALT text approved for all three images
Disclaimer present on infographic
No gradients, no rounded corners, no drop shadows
Gate 4 — Compliance QA
No buy/sell call anywhere in any format
No price target or entry/exit price
No return promise or projected performance
SECP framing throughout — mechanism and falsifier only
Disclaimer on every piece, every format
Watchlist items: mechanism + falsifier format only
Event-resolution status confirmed before framing
No superlative claims without live data verification

Education & analysis, not investment advice. — Jamil Research · jamilresearch.com