​While many individuals leverage google trends for markets such as ecommerce to see which products to sell, there are various other variations in which google trends could be quite useful in regards to researching investments. For individuals seeking to learn how to leverage google trends, it is vital for he or she to understand that one first must pick a programming language. For the purpose of this article, we chose to use the python programming language. Some of the benefits in regards to python are it's simple to use, quick to code, and fewer lines of code. Some of the drawbacks are it's interpreted language in nature, which means the code takes longer to run than say Java, but this could be resolved with Apache Flink or Apache Spark, which convers the code into the JVM, and is out of scope for this tutorial.. When writing code, it's vital for one not to fall in love with a programming language. Now, we get into utilizing python for google trends pertaining to investments.

Steps:

1) Download Pycharm -> https://www.jetbrains.com/pycharm/download/#section=windows
2) Install Anaconda -> https://www.anaconda.com/products/distribution
3) Run the source code below, and replace the ticker symbol with a new ticker symbol:

# import the TrendReq method from the pytrends request module
from pytrends.request import TrendReq
from pylab import *
# execute the TrendReq method by passing the host language (hl) and timezone (tz) parameters
pytrends = TrendReq(hl='en-US', tz=360)
# build list of keywords
kw_list = ["AAPL"]
# build the payload
pytrends.build_payload(kw_list, timeframe='2021-02-22 2022-02-22', geo='US')

# plot all three trends in same chart


# store interest over time information in df
df = pytrends.interest_over_time()
# display the top 20 rows in dataframe
print(df.head(20))
df.plot()
show()

Legal Disclaimer:

This post does not constitute an endorsement for an investment, does not reflect the opinions of any Investment Sciences' clients or affiliates, and is solely for educational purposes only.

Many companies, startups, and individuals, unfortunately, follow what we would coin a 'Euphoria' buying pattern. Let it be Peloton being overly optimistic about sales, then missing the sales targets without realizing that the sales patterns were associated with a short-term boon of COVID-19. Next, let's get into residential real estate, as it's in a bubble, and our firm does not predict individuals will be back in the office until 2024, which in turn would mean a boon to the cities around 2024. Similarly, Bitcoin in the long-term will have the price go down to zero, but blockchain technology will still exist, as it's a good solution for identity recognition. This also means many venture capitalists diving into firms that use blockchain and machine learning fail to realize that software such as Interactive Brokers works just fine and already allows individuals to trade crypto-currency, so more often than not, there's nothing proprietary in the market, and these investors will, unfortunately, continue to lose their investment 9/10 of the times.

Similarly, all people should know that crypto-currency is not much different than any type of fiat currency, such as the U.S. dollar because Bitcoin in its very nature is backed by nothing. Bitcoin is in a bubble that is already bursting, and we anticipate it to be gone completely within ten years due to China banning it, as well as other government agencies foreseeably into the future. Prices have all one thing in common, which is a reversion to the mean. Firms should always price in recessions, and not be overly optimistic as they were when mass hiring occurred in 2019, as well as a subsequent mass-firing in 2020. In short, our mid-term trend analysis as defined as the end of 2024 is bitcoin continuing to crash, cities returning to normal, residential housing prices starting to go to normal, and companies that had a boon from COVID-19 having their prices go back to normal.​

Legal Disclaimer:
This post does not constitute an endorsement or recommendation to buy or sell a security, as well does not reflect any customer of Investment Sciences' opinions and is for educational purposes only. 

Many individuals, especially banking executives, work such long hours it is nearly impossible for one to build a strong network of career-oriented individuals. Lunchclub has been transformative to our firm in which we were able to meet successful individuals, new customers, obtain advice from individuals in other fields. At times, however, it is frustrating when individuals do not join the meetings, which can sometimes burn through your time. All in all, the platform has been a positive experience, and we wish all of our readers economic progress, as well as any firm who reads this.

The Covid-19 pandemic has hit many small institutions that unfortunately did not receive adequate capital from the PPP loan, and many landlords were hit particularly hard in regards to the pandemic with little to no solutions. Luckily for our clients and readers, we have come across a loan for landlords and companies still residing in NY. To qualify  for this loan, we have created a checklist for you below, and we do not receive any money from this post.

To Qualify:

• You did not receive more than $500,000 from the PPP loan
• You did not receive more than $150,000 for the EIDL loan
• Your company conducts business in NY and you reside in NY

To qualify for this five year loan, please visit https://esd.ny.gov/ . We hope this helps everybody recover gracefully from the Covid-19 pandemic.

While many individuals are uncertain, regardless of his or her age, about the return on investment for education, one can fully comprehend the cost/benefit analysis about which degree is of utmost importance in regards to income potential. Likewise, some interesting findings for lower-ranked universities showed that individuals should strive towards technology, science, and mathematics as the pay differentiation between other universities was closely related. The website emolument shows that individuals regardless of age could make a mathematical determination of his or her returns associated with what school he or she can afford to attend, what type of job he or she wants, and lastly comparing schools amongst degrees for income potentials. In short, one must realize that the career goals and aspirations should align with the degree and not just base it on income. However, one needs to run the numbers to see if school is worth it for a given major or a given school. Please visit ​www.emolument.com/salary-reports/universities to learn more about salaries per job, university, or location.

While one would not consider this specific post to be particularly innovative, it is important to note that many individuals may or may not be utilizing Gmail, and other basic office utilities properly. In order to better facilitate the utilization of technology, one should take into account that Gmail in particular allows one to create rules. We hope by reading this post, one can comprehend the methodologies to create rules.

​1. Search all conversations

Many individuals, unfortunately, work such long hours that if a company restructure occurs or if an individual is a consultant and the project ends, he or she is out of work for a very long time and may not have the latest knowledge to land the next role. Alternatively, one could be stagnant within his or her role and does not know where to even begin. Luckily for our audience, we distill this down by allowing individuals to visit https://www.producthunt.com/, which allows individuals and companies to analyze the latest products associated with a specific industry or topic, in which the firm can test out new products with little to no risk. Take a look and let us know what you think.

It's that time of year again where we analyze all different types of opportunities associated to investments. While 2020 has been a wild ride for the financial markets, there were some players associated to achieve stable returns. Namely Bach Capital Management, amongst other firms were able to not only beat the S&P 500, but also achieve great returns due to the fact the firm manages risk properly.

To find out more please go to https://lnkd.in/dFKQ2mX, and contact us if interested.
Please note that this post is intended for accredited investors, and I am compensated by Bach Capital Management. However, we are still objective consulting without compromise in that any customers we take on, we provide the best objective advice. In the event you are deemed inappropriate for Bach Capital Management, we would try to find something better for you - but they do seem like a solid company even if we didn't work for them.

(917) 512-9523 | mkelly@bachcapitalmanagement.com