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Algorithm rush: belated entry into modern trading | The Express Tribune

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Algorithm rush: belated entry into modern trading | The Express Tribune



ISLAMABAD:

When we think of artificial intelligence (AI), our minds often jump to Hollywood blockbusters, imagining futuristic machines from I, Robot or The Terminator. Though the idea of intelligent robots in public assistance roles is still a few years away, AI algorithms already rule the global financial markets as of now.

With intelligent algorithms executing global trade of over $21 billion, human judgement no longer drives price action. Intelligent bots rip through order books in microseconds – exploiting inefficiencies invisible to the naked eye. These machines don’t debate value; they weaponise speed. A single line of code misfiring can erase billions before anyone blinks. Pakistan, meanwhile, is still writing its rulebook. The Securities and Exchange Commission of Pakistan (SECP) has finally realised the importance to regulate algorithmic trade space and is rushing to catch up with a technological revolution that has transformed global finance over the past two decades.

Proponents claim that algorithmic trading removes fallible human emotion from trading decisions and makes markets run more smoothly. However, many algorithms feed off trends from X (formerly Twitter), news headlines and other feeds, which implies they can still be affected by human herd mentality. This often results in amplification of price movements – with a possibility of market crash. In 2012, the US Knight Capital Group went bankrupt after it lost more than $450 million when its AI systems made erroneous orders that couldn’t be undone. Similarly, in 2014, a small over-the-counter trade in Japanese stock market led to an avalanche effect of trades amounting to $617 billion. Similarly, we had pound’s flash crash in 2016 due to rogue computer trades, misjudging market sentiments during Brexit negotiations.

Learning lessons from history, it would be wrong to assume that the Pakistan Stock Exchange (PSX) can handle the surge from algorithmic trading volumes and speeds. We need to forecast potential algorithmic trade scenarios and determine minimum technical requirements for microsecond trading algorithms. This is necessary to avoid system crashes and trading halts. Moreover, it is important to see if we possess adequate oversight capabilities and technical expertise to monitor microsecond trading patterns effectively.

The SECP has recommended to initially restrict algorithmic trading to institutional investors, which while prudent, creates a two-tier market that may disadvantage smaller players permanently. India’s experience shows that retail traders eventually demand access, and often get it through less regulated channels. Similarly, the proposed concept paper by SECP mandates “Initial Conformance Tests” and periodic testing, it lacks detail on stress-testing scenarios. While mandating kill switches, the proposed framework doesn’t specify response times or coordination mechanisms during market-wide disruptions. The 2010 Flash Crash in the US demonstrated that individual kill switches may be insufficient during systemic events.

Before approving any algorithms, the PSX must demonstrate that its systems can handle microsecond trading and massive order flows. The framework should mandate minimum technical standards and redundancies. Secondly, instead of a binary institutional/retail split, it may create a graduated system based on financial sophistication, capital requirements, and risk management capabilities. This could include certified retail traders and smaller institutional players.

Thirdly, the PSX needs to implement comprehensive market surveillance systems capable of detecting manipulation patterns across multiple algorithms and timeframes. The current framework’s emphasis on post-trade analysis may be insufficient.

Pakistan stands at a critical juncture. The global trend towards algorithmic trading is irreversible, and the country cannot afford to remain analogue while regional competitors leverage technological advantages.

India’s messy experience with retail algorithmic trading offers important lessons, but Pakistan’s delayed entry also provides opportunities to learn from others’ mistakes.

The writer is a Cambridge graduate and is working as a strategy consultant



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Income Tax Department cautions taxpayers against rise in fake emails, SMS scams – The Times of India

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Income Tax Department cautions taxpayers against rise in fake emails, SMS scams – The Times of India


Image used for representative purposes

NEW DELHI: The Income Tax Department has issued a public advisory cautioning taxpayers, especially senior citizens, against fraudulent emails, SMS messages, and websites impersonating the Department to steal personal and financial information.In an official awareness message shared by the Income Tax Department, Government of India, on X, taxpayers have been urged to remain vigilant and verify the authenticity of all communications claiming to be from tax authorities.Fraudsters, the Department warned, are increasingly using fake sender IDs, misleading links and look-alike websites to trick individuals into revealing sensitive details such as PAN numbers, passwords and one-time passwords (OTPs).The Department has reiterated that taxpayers should access tax-related services only through the official portal https://www.incometax.gov.in.Any other website resembling the official domain–such as variations using “efiling” or altered spellings–should be treated as suspicious.“Think Twice, Act Wise,” the advisory reads, emphasising that the Income Tax Department never asks for OTPs, passwords or confidential personal information via email, SMS or phone calls. Taxpayers are advised to always check the sender’s email address and website domain carefully before clicking on any link.To strengthen public awareness, the Department has also encouraged citizens to report suspicious activity. Suspected phishing emails can be forwarded to webmanager@incometax.gov.in, with a copy marked to incident@cert-in.org.in, the national cyber incident response agency.For assistance, taxpayers may also contact the official helpdesk at 1800 103 0025 or 080 46122000.The campaign is part of the government’s broader effort to promote cyber hygiene and protect citizens from digital fraud, particularly vulnerable groups such as senior citizens. The Income Tax Department has urged people to share the message widely to safeguard family members and loved ones.“Think before you click–stay tax smart, stay safe,” the Income Tax Department advised, reinforcing that awareness and caution remain the strongest defences against online tax scams. (ANI)



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Refund Delay 2025: A Step-By-Step Guide To Check Income Tax Payout Status

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Refund Delay 2025: A Step-By-Step Guide To Check Income Tax Payout Status


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The income tax department is analysing certain refund claims flagged by the system, either because they were “high-value” or due to deductions that required deeper scrutiny.

Income Tax Refund Delay.

Income Tax Refund Delay.

Even as the income tax department ups its ante against the fake deductions, a section of taxpayers are still awaiting their tax return for this year. The refund delay 2025 comes even as the department is scrutinising bogus tax claims “red-flagged” by the system. Ravi Agrawal, chairman of the Central Board of Direct Taxation (CBDT), has said that the refunds would be cleared in December.

In November, the CBDT chairman said the department was analysing certain refund claims flagged by the system, either because they were “high-value” or due to deductions that required deeper scrutiny. He added that taxpayers have been advised to “file a revised return” wherever discrepancies exist.

When are income tax refunds usually issued?

Refund processing begins only after an ITR is successfully e-verified. Once that is done, the income tax department generally credits the refund within four to five weeks, as per the department’s guidelines.

This timeline is followed in most cases. When delays occur, they typically stem from common issues such as:

• An unvalidated bank account (mandatory for receiving refunds)

• An incorrect or inactive IFSC code

• A mismatch between the taxpayer’s name and the PAN details

• A discrepancy between the ITR and data in Form 26AS or the AIS

Missing an email or notification seeking clarification can also pause processing entirely.

How to check your income tax refund status

The refund status can be tracked anytime through the income tax portal. Here’s the step-by-step process:

Visit the portal at: eportal.incometax.gov.in/iec/foservices/.

Go to the e-Filing homepage.

Log in using your user ID and password.

Navigate to: e-File → Income Tax Returns → View Filed Returns

Select the relevant assessment year and click View Details.

This page will show whether your refund has been issued, is under review, or is pending due to additional information required.

Why are ITR refunds delayed in 2025?

Most delays arise from banking or identity-related discrepancies — wrong bank account numbers, invalid IFSC codes, unvalidated accounts, or PAN-Aadhaar linkage issues.

Refunds are also held back when deductions appear inaccurate or require supporting documentation. In such cases, the system routes the return for additional checks.

Mismatches between Form 16, Form 26AS and the AIS are another common trigger. Returns pulled into manual verification naturally take longer to process.

For a majority of taxpayers, refunds arrive within the usual four-five weeks. For others, the processing time depends on how quickly verification, bank detail correction, or responses to notices are completed. Ensuring that all records match and regularly checking the portal remain the easiest ways to avoid further delay.

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Home loan EMIs to get cheaper? SBI passes on RBI’s 25 bps repo rate cut benefits; check the new rates – The Times of India

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Home loan EMIs to get cheaper? SBI passes on RBI’s 25 bps repo rate cut benefits; check the new rates – The Times of India


After the Reserve Bank of India (RBI) reduced the repo rate by 25 basis points last week, several major banks have moved to pass on the benefit to borrowers. Latest addition to the wave is the State Bank of India (SBI), which announced cuts across its lending rate benchmarks, in a move aimed at easing borrowing costs and lowering EMIs for both retail and corporate customers.The public sector entity slashed the MCLR, EBLR and RLLR rates and revised the BPLR and base rates, according to ET.Herre are the new rates:

RBI Slashes Rates After Rupee Fall, Boosts Liquidity And Lifts India’s GDP Forecast To 7.3%

MCLR rates revised across tenors

SBI has cut its Marginal Cost of Funds-based Lending Rate (MCLR) across these tenors:Short-span

  • Overnight and one-month MCLR: Reduced from 7.90% to 7.85% each.
  • Three-month MCLR: Cut from 8.30% to 8.25%
  • Six-month MCLR: Now at 8.60%, down from 8.65%

Long-term

  • One-year MCLR: Lowered from 8.75% to 8.70% (widely used for retail loans)
  • Two-year MCLR: Reduced from 8.80% to 8.75%, according to ET.
  • Three-year MCLR: Now 8.80%, down from 8.85%

Effective 15 December this year, SBI also revised its External Benchmark Lending Rate (EBLR) and Repo Linked Lending Rate (RLLR):EBLR ratesDown from 8.15% + Credit Risk Premium (CRP) + Bank Spread (BSP) to 7.90% + CRP + BSP, reducing the benchmark by 25 basis points. The final interest rate payable will depend on the borrower’s CRP and the bank’s BSP.RLLR ratesFrom 7.75% + CRP, the figure came to 7.50% + CRP, reflecting a 25-basis point cut. Borrowers with EBLR- and RLLR-linked loans will see a decline in interest rates and EMIs based on their loan conditions and risk category, ET reported.BPLR ratesSBI has also revised its Benchmark Prime Lending Rate (BPLR) to 14.65% per annum.Base rate adjustmentsThe bank also cut it base rate to 9.90%, effective from 15 December 2025.



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