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Disruption of: Forecasting conventions, approaches and techniques

Overview

Disruption of: Forecasting conventions, approaches and techniques

Background:

Major disruptive changes are occurring across the Globe, causing severe disruptions in Trade, Supply chains, Logistics and Operations management across all industries worldwide, starting with the 2019 Pandemic and continuing in both variety and severity.  These occurrences have changed the world-trade landscape and are promising to extend into the foreseeable future, creating new unfavorable norms and difficult realities world-wide.

A sampling of these Post-Pandemic occurrences are:

COVID Pandemic itself;

lock-downs,

travel restrictions,

vaccine programs,

emergency medical reactions,

  • healthcare systems capacity,

healthcare compensation schemes,

  • stimulus programs/funds, inflation,
  • Economic sanctions,
  • Trade wars between major economies
  • Resistance to Petro-Dollar-based trade,
  • BRICS trade block
  • Crypto-currencies proliferation
  • Advent of Digital Currencies
  • Interest rate manipulations,
  • currency exchange rates manipulations,
  • Red Sea Crisis
  • Panama Canal crisis
  • Black Sea crisis
  • Geo-political maneuvering,
  • China’s Road & Belt initiative
  • Cold wars, trade barriers, arms races, etc.
  • Armed conflict, mass destruction, infrastructure destruction, workforce depletion, etc
  • Civil wars, coups/revolts in Critical Resource areas
  • Labor-force trends such as remote work, quiet quitting, new ethos, etc.
  • Labor Union disputes, work stoppages, higher costs of wages, benefits, working conditions, etc.
  • Green energy pushing/imposing
  • Rare-earth elements difficulties/monopolies
  • Artificial intelligence emergence
  • And much more to come…
  • Your assignment:
  • Conduct an in-depth investigation, among peer-reviewed sources, highly credible News sources, Trade Journals, magazines and other sources for the industry and products of your MBA major area of study. The purposes of this investigation are;
  • To explore the effects of these disruptive changes on the specific aspects of operations named below.
  • To discover how the businesses within that industry have done to cope with these disruptions and mitigate the negative impact in those aspects.
  • To formulate recommendations for the industry to change their current practices / state of affairs in order to cope in the future, where these disruptions and difficult realities become the new norms, and continue to worsen as time goes on. Describe how future practices, norms and state of affaires must become to successfully navigate the new unfavorable conditions, so that the industry may successfully survive and thrive.
  • It is recommended that you use Artificial Intelligence in gathering the significant information needed for items 1 & 2 above.  Item 3, the formulation of your recommendations, however, must be the work of your team based on the information gathered.

Aspects of Forecasting to investigate are:

Changes in types of forecasting used - Numeric, judgmental, hybrids, etc.

Changes in methods and techniques of forecasting - time series, causal, averages, exponential smoothing, etc.

Changes in methods of controlling accuracy of forecasts - MAD, Tracking, etc.

  1. Factors to consider in forecasting - traditional, new factors, long term trends, etc.
  2. Other forecasting factors impacted.
  3. Recall that many department stores ended up with large inventories of the wrong items, and not enough of the desired items.  Recall also that the lock-down influenced what people purchased and HOW they purchased them!  Major shifts in demand occurred, both anticipated and un-anticipated.

When talking about an effect on forecasting, identify the underlying causes and describe the mechanisms that led to the effect observed/proposed!