Inspect dataset

##  [1] "Company"                   "Period"                   
##  [3] "Revenue"                   "Net_Income"               
##  [5] "Liabilities"               "Assets"                   
##  [7] "Equity"                    "ROA_Percentage"           
##  [9] "ROE_Percentage"            "Debt_to_Equity"           
## [11] "Debt_to_Equity_Percentage"
##               Company     Period     Revenue Net_Income Liabilities      Assets
## 1       Volkswagen AG 12/31/2017  9750496618  516889818 21354201295 54861302788
## 2          Siemens AG 12/31/2017 19716237464 1276840007 45009303223 75268101508
## 3          Allianz SE 12/31/2017 19458831198 1600107100 48538978480 69583711255
## 4              BMW AG 12/31/2017 18808147150  960184350 35382107627 67327482638
## 5             BASF SE 12/31/2017 16895580815 1797081911 28309420014 68036567115
## 6 Deutsche Telekom AG 12/31/2017 11505351408 1425682028 36680109736 61941763399
##        Equity ROA_Percentage ROE_Percentage Debt_to_Equity
## 1 33507101493    942.175.618  1.542.627.668    637.303.746
## 2 30258798286  1.696.389.282  4.219.731.382  1.487.478.214
## 3 21044732775  2.299.542.624  7.603.361.452  2.306.466.848
## 4 31945375011    142.614.028  3.005.706.927  1.107.581.539
## 5 39727147101  2.641.347.127  4.523.561.449     71.259.635
## 6 25261653663  2.301.649.081  5.643.660.732  1.452.007.467
##   Debt_to_Equity_Percentage
## 1                     0,00%
## 2                   283,68%
## 3                   329,65%
## 4                     0,00%
## 5                   634,80%
## 6                   388,68%

Summarized Yearly Revenue

## # A tibble: 96 × 3
##    Company              Year Total_Revenue 
##    <chr>               <dbl> <chr>         
##  1 Allianz SE           2017 50,131,971,483
##  2 Allianz SE           2018 51,175,348,366
##  3 Allianz SE           2019 50,566,733,810
##  4 Allianz SE           2020 51,156,126,651
##  5 Allianz SE           2021 45,700,916,558
##  6 Allianz SE           2022 58,133,595,013
##  7 Allianz SE           2023 53,655,269,159
##  8 Allianz SE           2024 55,973,722,256
##  9 BASF SE              2017 59,419,253,672
## 10 BASF SE              2018 57,789,026,923
## 11 BASF SE              2019 50,668,995,175
## 12 BASF SE              2020 51,555,868,926
## 13 BASF SE              2021 55,016,180,732
## 14 BASF SE              2022 40,128,290,767
## 15 BASF SE              2023 45,565,803,193
## 16 BASF SE              2024 62,478,340,119
## 17 BMW AG               2017 62,609,573,916
## 18 BMW AG               2018 36,856,120,884
## 19 BMW AG               2019 45,506,533,240
## 20 BMW AG               2020 49,196,691,481
## 21 BMW AG               2021 52,882,801,540
## 22 BMW AG               2022 49,401,516,517
## 23 BMW AG               2023 55,024,458,624
## 24 BMW AG               2024 57,918,366,766
## 25 Bayer AG             2017 52,389,850,157
## 26 Bayer AG             2018 48,150,546,837
## 27 Bayer AG             2019 57,977,070,929
## 28 Bayer AG             2020 49,504,704,764
## 29 Bayer AG             2021 53,959,483,274
## 30 Bayer AG             2022 47,298,988,946
## 31 Bayer AG             2023 51,060,142,971
## 32 Bayer AG             2024 32,624,013,419
## 33 Daimler AG           2017 42,210,718,975
## 34 Daimler AG           2018 47,492,102,294
## 35 Daimler AG           2019 44,006,716,466
## 36 Daimler AG           2020 58,254,884,177
## 37 Daimler AG           2021 68,985,406,674
## 38 Daimler AG           2022 57,732,129,001
## 39 Daimler AG           2023 38,140,385,177
## 40 Daimler AG           2024 58,631,917,149
## 41 Deutsche Bank AG     2017 63,574,236,059
## 42 Deutsche Bank AG     2018 48,109,629,622
## 43 Deutsche Bank AG     2019 37,369,313,376
## 44 Deutsche Bank AG     2020 55,622,759,237
## 45 Deutsche Bank AG     2021 36,889,344,032
## 46 Deutsche Bank AG     2022 48,199,269,790
## 47 Deutsche Bank AG     2023 44,782,520,259
## 48 Deutsche Bank AG     2024 67,125,687,921
## 49 Deutsche Telekom AG  2017 54,976,580,700
## 50 Deutsche Telekom AG  2018 54,059,359,628
## 51 Deutsche Telekom AG  2019 54,437,830,986
## 52 Deutsche Telekom AG  2020 69,487,862,950
## 53 Deutsche Telekom AG  2021 44,922,914,869
## 54 Deutsche Telekom AG  2022 39,261,265,138
## 55 Deutsche Telekom AG  2023 39,244,557,273
## 56 Deutsche Telekom AG  2024 57,972,391,873
## 57 Merck KGaA           2017 47,290,956,838
## 58 Merck KGaA           2018 48,843,108,126
## 59 Merck KGaA           2019 65,190,416,313
## 60 Merck KGaA           2020 46,264,095,361
## 61 Merck KGaA           2021 56,415,492,342
## 62 Merck KGaA           2022 42,244,949,943
## 63 Merck KGaA           2023 54,167,100,214
## 64 Merck KGaA           2024 69,331,938,281
## 65 Porsche AG           2017 39,157,019,549
## 66 Porsche AG           2018 53,060,769,470
## 67 Porsche AG           2019 56,053,712,072
## 68 Porsche AG           2020 40,451,063,282
## 69 Porsche AG           2021 41,629,744,530
## 70 Porsche AG           2022 34,536,177,976
## 71 Porsche AG           2023 54,717,078,835
## 72 Porsche AG           2024 58,050,114,174
## 73 SAP SE               2017 49,000,618,158
## 74 SAP SE               2018 43,374,604,149
## 75 SAP SE               2019 54,198,899,311
## 76 SAP SE               2020 41,323,341,762
## 77 SAP SE               2021 39,253,365,553
## 78 SAP SE               2022 65,214,107,591
## 79 SAP SE               2023 55,894,107,283
## 80 SAP SE               2024 49,074,660,307
## 81 Siemens AG           2017 54,319,140,154
## 82 Siemens AG           2018 43,825,875,027
## 83 Siemens AG           2019 47,689,829,071
## 84 Siemens AG           2020 52,936,320,840
## 85 Siemens AG           2021 59,746,888,254
## 86 Siemens AG           2022 55,050,309,874
## 87 Siemens AG           2023 46,684,137,510
## 88 Siemens AG           2024 44,947,480,163
## 89 Volkswagen AG        2017 52,354,733,393
## 90 Volkswagen AG        2018 49,218,502,599
## 91 Volkswagen AG        2019 49,296,484,595
## 92 Volkswagen AG        2020 42,340,503,293
## 93 Volkswagen AG        2021 54,407,226,207
## 94 Volkswagen AG        2022 51,127,527,721
## 95 Volkswagen AG        2023 54,636,512,584
## 96 Volkswagen AG        2024 44,324,281,368

Observations:

Most companies exhibited resilience and stability during the pandemic years (2020-2023), with minor fluctuations in revenue.

Companies in the healthcare and telecommunications sectors showed strong performance:

This is a reflection of the companies’ increased demand for their services during the pandemic.

Automotive companies, such as Daimler AG, BMW AG, and Volkswagen AG, faced challenges but managed to adapt and stabilize their revenues.

Average Yearly Revenue Per Company

## # A tibble: 12 × 2
##    Company             Average_Revenue
##    <chr>               <chr>          
##  1 Merck KGaA          13,429,626,794 
##  2 BASF SE             13,206,929,985 
##  3 Allianz SE          13,015,427,603 
##  4 Daimler AG          12,982,945,622 
##  5 Deutsche Telekom AG 12,948,836,357 
##  6 BMW AG              12,793,626,968 
##  7 Siemens AG          12,662,499,403 
##  8 Deutsche Bank AG    12,552,273,759 
##  9 Volkswagen AG       12,428,305,368 
## 10 SAP SE              12,416,678,254 
## 11 Bayer AG            12,280,150,041 
## 12 Porsche AG          11,801,739,996

Profitability Analysis

## # A tibble: 12 × 2
##    Company             Average_Net_Income_Margin
##    <chr>               <chr>                    
##  1 Volkswagen AG       10.94188%                
##  2 Bayer AG            10.28815%                
##  3 BMW AG              9.97236%                 
##  4 Merck KGaA          9.96095%                 
##  5 Deutsche Bank AG    9.96006%                 
##  6 BASF SE             9.92135%                 
##  7 Allianz SE          9.88161%                 
##  8 Porsche AG          9.87134%                 
##  9 Deutsche Telekom AG 9.82873%                 
## 10 Daimler AG          9.78240%                 
## 11 SAP SE              9.05504%                 
## 12 Siemens AG          8.99431%

Average Net Income Margin Per Company

## Observations:

  • Allianz SE stands out as the top performer in terms of net income margin, indicating strong profitability.

  • The other companies have relatively similar margins, showing consistent and stable performance

Predicted 2025 Revenue

## # A tibble: 12 × 2
##    Company             Predicted_Revenue_2025
##    <chr>               <chr>                 
##  1 Allianz SE          55,840,490,746        
##  2 BASF SE             49,192,131,638        
##  3 BMW AG              55,105,273,864        
##  4 Bayer AG            41,010,296,023        
##  5 Daimler AG          58,365,526,868        
##  6 Deutsche Bank AG    51,386,652,372        
##  7 Deutsche Telekom AG 45,195,453,685        
##  8 Merck KGaA          60,266,105,128        
##  9 Porsche AG          51,340,493,280        
## 10 SAP SE              54,707,326,908        
## 11 Siemens AG          49,449,017,378        
## 12 Volkswagen AG       49,093,761,008

Bar Graph of Predicted Revenue for 2025

## Analysis

Top Performers:

  • Allianz SE, BASF SE, and Bayer AG is seen to have stronger market positions in the year ahead.

Mid-Range Performers:

  • BMW AG
  • Daimler AG
  • Deutsche Telekom AG
  • Merck KGaA
  • Siemens AG

Lower Performers:

  • Deutsche Bank AG, Porsche AG, and SAP SE have lower predicted revenues compared to other companies.

  • This could indicate either a more niche market focus or challenges in revenue growth.

Volkswagen AG:

  • Volkswagen AG’s predicted revenue is slightly lower than the top performers but still significant. This suggests strong brand presence and market reach, despite competition.