2024-04-22 Pakistan Rupee News

Summary of Last Week

  • Opening:
  • Closing:
  • Difference of Opening & Closing:
  • Daily High:
  • Daily Low:
  • Difference of Daily High & Low:

Statistical Measures

  • Mean:
  • Standard Deviation:

Trend

Analysis of Time Series Data

Based on the given data, several aspects of trends, seasonality, and possible outliers can be analyzed about the PKR exchange rate over the span of the timestamp.

1. Overall Trends in Exchange Rates

The exchange rates data from 2024-03-22 to 2024-04-19, reveals that the overall trend of the PKR exchange rate appears to be relatively stable. The exchange rate started at 0.00485 at the beginning of the period and ended at 0.00493 near the end of the period. In between, there were mild fluctuations, with the highest rate being 0.00496 and the lowest rate being 0.00485. Therefore, there isn't a significant upward or downward trend over this time frame, but a slight increase can be observed.

2. Seasonality or Recurring Patterns

Given the available data, it's challenging to clearly identify any seasonality or reoccurring patterns without further time series decomposition analysis. From the initial observation, there are no obvious regular intervals at which the exchange rate significantly increases or decreases which would indicate seasonality. If such patterns exist, they are likely masked by irregular fluctuations and noise. A more sophisticated time series analysis might reveal subtle patterns that can't easily be identified through simple observation.

3. Outliers Identification

Outliers are the observations that deviate significantly from the other values in the dataset. In this dataset, there don't appear to be any extreme outliers present. However, it is noted that the exchange rate rose to 0.00496 on a few occasions, which is slightly higher than the average of the data range but it's not significant enough to be considered a true outlier. A more technical statistical analysis would be required to accurately identify if there are any significant outliers given the narrow range of values.

In conclusion, based on the given exchange rates data, the PKR exchange rate has remained relatively stable over the provided period with slight variations. Further detailed and advanced statistical analyses, including time series decomposition and statistical tests, can provide deeper insights and possibly reveal more subtle trends, seasonalities, and outliers that can't be identified by simple observation.

eks As we continue well into the second quarter of 2024, a microscopic yet steady upsurge in the Pakistan Rupee (PKR) exchange rates has been observed. Based on the data of the time-series report gathered over a span of two weeks starting from 22nd March, the value of PKR has shown signs of growth against an unspecified base currency. The PKR exchange rate, which initially rested at 0.00485, has undergone regular fluctuations within small intervals, maintaining a fairly consistent baseline. By 12th April, the exchange rate had climbed slightly to 0.00496, illuminating a positive albeit modest progress in the currency''s standing. Specifically, the first sign of this positive movability came into light on 22nd March, when the PKR rose from 0.00485 to 0.00488 by 10 A.M. The rise, although minute, hinted at the potential gained momentum for the currency. Tracking the progression, PKR fairly sustained this value until it reached a peak value of 0.00496 on 12th April. This trend in PKR exchange rates potentially underlines the improvements in the country''s economic health during this period. The gentle yet steady upward trajectory could reflect an increased demand for PKR due to stronger comparative investment returns or increased purchasing of domestic goods and services, which would drive up its value. Foreign investors and those holding PKR may find this trend encouraging. However, any significant impacts are best measured in correlation with changes in other economic indicators such as inflation, employment and GDP growth rates, all of which have potent influence over the exchange rates. Without the assessment of these factors, the conclusion drawn over the appreciation of PKR might not hold a strong foundation. Albeit modest, the observed upsurge underpins the potential for a following growth trend. Market speculators and fellow economy watchers might want to heed the directional indications highlighted in this analysis for factoring their future decisions. As the year progresses, a keen observation upon subsequent changes in the PKR exchange rate paired with other domestic economic indicators, international market conditions, as well as geopolitical events, could provide further insight into its future course. All stakeholders, from policy makers to investors, would do well to stay updated with these market fluctuations and adjust their approach accordingly. Pertinent to note that while this minute appreciation of PKR exchange rate indicates an optimistic short-term trend, further observation over a longer span is required to predict the long-term performance of the currency. Chalk out your financial and investment plans wisely, taking into account this gradual up-climb and other market indicators.Steady Upsurge Observed in PKR Exchange Rate Over Two Weeks

Current Middle Market Exchange Rate

For information purposes only.