• Title/Summary/Keyword: 조각투자

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Price Prediction of Fractional Investment Products Using LSTM Algorithm: Focusing on Musicow (LSTM 모델을 이용한 조각투자 상품의 가격 예측: 뮤직카우를 중심으로)

  • Jung, Hyunjo;Lee, Jaehwan;Suh, Jihae
    • Journal of Intelligence and Information Systems
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    • v.28 no.4
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    • pp.81-94
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    • 2022
  • Real estate and artworks were considered challenging investment targets for individual investors because of their relatively high average transaction price despite their long investment history. Recently, the so-called fractional investment, generally known as investing in a share of the ownership right for real-life assets, etc., and most investors perceive that they actually own a piece (fraction) of the ownership right through their investments, is gaining popularity. Founded in 2016, Musicow started the first service that allows users to invest in copyright fees related to music distribution. Using the LSTM algorithm, one of the deep learning algorithms, this research predict the price of right to participate in copyright fees traded in Musicow. In addition to variables related to claims such as transfer price, transaction volume of claims, and copyright fees, comprehensive indicators indicating the market conditions for music copyright fees participation, exchange rates reflecting economic conditions, KTB interest rates, and Korea Composite Stock Index were also used as variables. As a result, it was confirmed that the LSTM algorithm accurately predicts the transaction price even in the case of fractional investment which has a relatively low transaction volume.

A Study on Diversification Effect of Investment Portfolio with Non-financial Asset - Based on Music Royalties Fractional Investment (비금융자산이 편입된 포트폴리오의 분산효과에 대한 연구 - 음악저작권 조각투자를 중심으로)

  • Chung, Inyoung;Lee, Won-Boo
    • The Journal of the Korea Contents Association
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    • v.22 no.10
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    • pp.691-702
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    • 2022
  • This study verifies the diversification effect when non-financial asset such as fractional music royalties investment which is recently get interest from masses, is included in traditional global asset allocation portfolio. From Jan 2019 when Music Royalties index is announced to Jun 2022, compared traditional global asset allocation portfolio and the portfolio included with music royalties. To eliminate the enhancement effect from portfolio strategy itself rather than including non-financial asset, used the four basic portfolio strategy such as buy & hold, constant rebalanced, mean variance, risk parity. As a result, all the portfolios included with music royalties shows less risk with higher returns. This means the sharpe ratio has enhanced and that results the portfolio diversification effect is placed. The empirical analysis of the study found academic significance in that the portfolio included with music royalties investment has diversification effect, and show the possibilities the not only on the music royalties, other non-financial asset can be shown the portfolio diversification effect.

Exploring Fractional Ownership in Korean Art Market: Based on Business Model Canvas (분할소유 미술시장의 현황과 과제 - 비즈니스 모델 캔버스를 중심으로 -)

  • Lee, Yunjin;Koo, Jajoon
    • Korean Association of Arts Management
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    • no.58
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    • pp.179-204
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    • 2021
  • Not only the consumption trend after the COVID-19 pandemic but also low financial interest rates have stimulated people to invest artworks. With the recent noticeable growth, art investments that mainly conducted by younger generation through online platform can be characterized by a fractional ownership in art market which means several people share one piece of artwork. This study explores 4 fractional ownership platforms in the domestic art market including Art Together, Art & Guide, Tessa, and Pica projects, using a business model canvas that describes nine key elements: Customer Segments, Value Proposition, Channels, Customer Relationships, Revenue Streams, Key Resources, Key Activities, Key Partners and Cost Structure. The four cases have similar business models, but the details of revenue streams are different. The key sources of revenue are the profit and commission of the work. Thus, maximizing the profit margin of artworks is the core of revenue streams, so selecting and purchasing highly profitable artworks are significant. Based on the analysis, there are 3 suggestions to continue fractional ownership platform businesses in art market successfully. First, it is required to have a long-term perspective on art investments, as a way to diverse asset portfolio. Second, business confidence should be increased to maintain customer loyalty. Third, the role of platforms as competent experts is important.